This inventory preserves the official presentation identity, inspected source revision and reading status. Each available study examines framing, organization, visual explanation, comparison conditions, supporting material and wording. Downloading a PDF does not count as reading it.
Use the contribution-specific plans for a short drafting route, the atlas for measured distributions, or an individual study for its exact source pinpoints. A writing study is not a scientific replication.
168 official oral records
168 source-inspected writing studies
0 selected scientific additions
Showing 168 of 168 papers.
Writing lesson: Organize a diagnostic paper around separable components and preserve failed tuning settings alongside peak performance.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Let captions explain simplifications and anomalous operating points; pair a speed proxy with a separate wall-clock check.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Map each term in a motivating error decomposition to an implemented intervention and a controlled evaluation question.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Expose the mathematical approximation, actual execution path and measured overhead together when proposing a scalable training intervention.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Define exactly what a novel metric means, what is excluded from its denominator, and how dependencies enter uncertainty estimates.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Expose the whole training/evaluation recipe in comparison columns and place contamination or uncertainty qualifications next to the gain.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Validate a benchmark's intended construct before ranking systems, then use process and item-level analyses to explain equal average scores.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Keep per-condition performance and across-condition reliability separate, with the success predicate and subset size visible.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: For a domain architecture, pair representational diagrams with a biological confound check and measured hardware behavior.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Use parity plots and split-specific tables to show when an expensive intervention fails, not only its aggregate winning score.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Reuse one representation hierarchy across the overview, formal factorization and qualitative output sequence.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Keep dataset provenance, adaptation regime, metric and model size visible so a representation claim can be compared fairly.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate representational possibility, learned empirical behavior and implementation-specific speed within the same architecture argument.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Give distinct protocols distinct result tables, especially when initial-observation prediction and continually observed reconstruction use similar error notation.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Carry component names from the overview into equations, ablations and process diagnostics, while stating what each diagnostic actually measures.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Give a learned estimator its mathematical target, limiting assumptions and measured computational contract before interpreting downstream visual examples.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Turn a position into a testable agenda with explicit criteria, carefully scoped examples and fair concessions to alternative priorities.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Use controlled evaluation modes and task-level failures to explain why a smooth training curve can hide missing behavior.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Translate an analogy into testable constraints, then state which interpretation survives the practical approximation.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: For an optimality claim, expose the search space and objective first, then separate certified objective quality from semantic interpretation.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Document intervention mechanics and plausible confounds, then cross-check every prose summary against its neighboring numerical table.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate training supervision, internal guidance and deployment inputs in both prose and the pipeline diagram.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: For amortized selection methods, report both initialization cost and per-query cost, and keep preference ties and approximation error visible.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: For an agent application, document rollback, approximation checks and the full prompt interface alongside aggregate results.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Pair a striking theorem with its boundary example and visibly separate proved settings from empirical extensions.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Make the path from exact formulation to finite relaxation and numerical extraction visible, including the certificate and tolerance choices.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Name the exact convergence quantity and assumptions before summarizing a rate, and label practical departures from the analyzed algorithm.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Translate an equilibrium statement into a finite-time operational quantity, and use empirical results to motivate—not silently establish—the next theorem.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Connect a principled optimizer to concrete module granularity, solver overhead and matched target-loss measurements.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Pair a cheap stopping signal with matched-compute controls and end-to-end latency, not only a reduction in layers.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Organize a serving paper around the actual scarce resource and workload regimes, with controlled baseline implementations and explicit deployment limits.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Use a shared algebraic baseline map and targeted controls to separate added capacity from the proposed update geometry.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Make the hypothesis-to-intervention chain explicit and include a task where the intended inductive bias predictably fails.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Define the construct, certify labels independently, and separate surface perturbations, output validity and core task difficulty.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate knowledge, procedure and control flow, then design ablations that change one integration choice at a time.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Name a failure mode with two distinguishable axes, then connect the diagnostic to interventions and explicit stress tests.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Turn a methodological position into an explicit claim-to-evidence ladder, test plausible alternative explanations, and state what the thesis does not prohibit.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate the construct, observation access and labeling mechanism before plotting scaling trends, and explain when aggregation changes the evaluated subset.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Define competing failure modes through observable cross-checks, then choose interventions that distinguish incentive effects from incidental representation drift.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: For a new construct-measurement resource, make calibration, human review and non-comparability boundaries as visible as the end-to-end use case.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: For domain planning, pair improved multi-objective quality with coverage losses and disclose how learned or judged objective proxies are constructed.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Map each architectural change to a stated invariance failure and evaluate the claimed symmetry separately from task accuracy.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate algebraic identity, numerical stability and downstream usefulness, and preserve ablations where those objectives move in opposite directions.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Attach every speed claim to its timed boundary and operating point, and expose unequal input information before comparing task accuracy.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Use an interpretable reference solution to inspect learned behavior, not just to produce one benchmark score, and keep simulation-to-hardware evidence distinct.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Trace a training objective all the way to the exact implemented estimator, explicitly recording any order, bias or protocol change introduced for practicality.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Explain what each bound term costs, and keep statistical optimality, computational hardness and practical runtime as distinct claims.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Derive decisions before optimizing uncertainty sets, and test loss regimes where the proposed distinction should matter as well as where it should not.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Keep the formal certificate's space and assumptions separate from behavioral outcomes, and report failures alongside physical demonstrations.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Expose the full route from relaxation to executable output, and plot approximation quality alongside system speed instead of transferring exact guarantees to the accelerated pipeline.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Make the benchmark's construct unavoidable by design, then cross representation and integration choices while separating oracle and executable protocols.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate artificial, human and environment-shift evidence, and document corrected baseline versions explicitly when the public manuscript has evolved.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Move from descriptive diagnostics to targeted interventions, and label uncertainty by its actual source rather than using a generic multi-seed claim.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Give a hierarchy of model classes before a universality theorem, then show exactly which extra state or communication assumption enables the stronger result.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Put the computational semantics and domains in the comparison table's contract, and distinguish a tight result from a remaining upper/lower gap.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: State the computational and geometric assumptions before an expressivity bound, then show the remaining theory–measurement gap and the untested theorem separately.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate confounded design axes before drawing a comparison, and keep the quality qualification adjacent to a speed headline.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Present a theoretical derivation, the approximations needed to implement it, and the measured cost of the resulting correction as distinct stages.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For a theory contribution, expose the assumption/oracle contract and the route from structural lemma to algorithm guarantee before the full proof.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Separate a diagnostic comparison from the intervention it motivates, and label heterogeneous system comparisons differently from matched experiments.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Distinguish model assumptions, approximate implementation, reward diagnostics and downstream policy evidence in both the prose and the display sequence.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For an agent-training system, give the reward loop a concrete example and disclose checkpoint, tool, repeated-trial and cost conditions next to each comparison.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Qualify a broad title in the opening and separate perceptual quality, task accuracy and latency with explicit metric and supervision contracts.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Map experimental questions to evidence blocks and disclose label provenance and display conventions where the reader encounters the numbers.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For a position paper, distinguish the thesis, supporting observations and action proposals, and give serious alternatives their own argumentative space.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Show precisely what crosses from training to evaluation, and separate convenient explanation interfaces from evidence of mechanistic faithfulness.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Use a controlled environment to isolate a failure mode, then test and disclose conditions under which the apparent remedy fails.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Keep attribution scores, intervention evidence and downstream applications distinct, and state where scaling changes the strength of validation.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: When a learning method relies on a judge, evaluate the judge’s error modes separately from downstream task gains and keep terminology consistent with measured reliability.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Define what a unified model actually shares, and separate broader input coverage from accuracy and computational-cost claims.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Separate theorem assumptions from the adaptive implementation and report optimization/ensemble costs alongside compact parameter counts.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For efficient sensing architectures, distinguish conversion cost, network cost and hardware measurements, and expose the accuracy cost of the efficient module.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Anchor a position in explicit criteria, test those criteria with complementary evidence, and distinguish necessary conditions from sufficient justification.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For an infrastructure position, identify who acts, what information is missing, and which parts of the proposal are demonstrated versus prospective.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Name the desired properties separately, show which extra assumptions each extension needs, and test the boundary where the guarantee ceases to describe behavior.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Distinguish an incentive vulnerability from observed misconduct, and keep theorem restrictions and cost accounting attached to a proposed remedy.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Keep implementation fidelity, standardized effectiveness and engineering cost as separate claims with separate denominators.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Write the threat model and validity contract before benchmark scores, then inspect why failed trials failed.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Distinguish correlation, intervention evidence and an engineering application, and preserve the logical difference between sufficient and exclusive explanations.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Define the measurement chain from accepted request to valid output to harmful output, then audit every headline against the corresponding table.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Separate existence and exactness from computational tractability and identifiability, then label approximation evidence explicitly.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Choose a display that preserves the theoretical phenomenon and explain why a familiar summary statistic would obscure it.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: When proposing an optimizer, show both the algebraic connection and comparisons under the resource accounting that could overturn a speed headline.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: State the fairness notion, structural assumptions and violation timescale before presenting guarantees or comparing policies.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Separate inherited model cost, calibration cost, representation size and measured deployment speed instead of treating one as a proxy for all four.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Connect each implementation change to a measured bottleneck, and disclose system configurations that explain both wins and losses.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Make the diagnostic-to-intervention link explicit, then audit broad recovery and monotonic-improvement language against every relevant table row.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Separate offline discovery, learned selection and online execution costs, and define candidate counting whenever pass-at-k compares different search mechanisms.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Give each latent state a temporal role and disclose the exact task subset behind broad benchmark headlines.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For a systematic study, make the controlled comparison axes visible and preserve task-specific exceptions to an overall recommendation.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Pair retention metrics with acquisition quality, and distinguish rapid relearning in steps from learning with fewer examples.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Label representation pretraining, policy pretraining and task adaptation separately so transfer claims reveal exactly which data were available.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For a position paper, define the disputed concept, map evidence to the thesis, and engage serious objections before specifying who should act.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Distinguish discrimination, probability calibration, attribution intervention and external-reference quality instead of treating one reliability score as all four.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Expose the distinction between descriptive state abstraction, learned intervention machinery and the separate costs of tokens and interventions.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Keep optimization guarantees, validation proxies and judged generation outcomes distinct, and make the selected objective trade-off visible.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Use a single worked graph to connect definitions, proof claims and algorithm stages, while separating oracle guarantees from finite-sample behavior.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Put assumption failures before the practical estimator and preserve version-specific corrections so readers can distinguish the theorem, surrogate and implementation.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Match each interpretability claim to its own structural diagnostic, and distinguish predictive calibration from uncertainty over latent structure.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Turn a family of identification rules into a visual atlas while keeping local completeness, global reconstruction and noisy estimation as separate claims.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Separate asymptotic scaling from measured constant cost, and report accuracy, ranking and distribution-shift results without merging their different conclusions.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: When proposing one framework across domains, show the common operator, the changing supervision and the distinct validation target for each case.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For a hardware-motivated paper, identify the measurement level of every efficiency number and separate the mathematical design from its physical realization.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Give the ideal Bayesian construction and its practical approximations distinct names, and make the provenance of realistic-looking observations explicit.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: For a unification paper, expose each design degree of freedom and its assumptions, and use small experiments as illustrations without making them carry a broad performance claim.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Present assumption regimes, oracle access, discrepancy metrics and approximation factors together so an asymptotic improvement cannot be mistaken for measured wall-clock acceleration.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Keep architecture diagrams precise about retained components, and distinguish expressive constructions from learned solutions and component-level speed tests.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Define the phenomenon operationally before plotting it, and distinguish sufficient-condition bounds from observed transition times and extensions beyond the theorem.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Align an architectural motivation with the exact reduction it achieves, and keep training regimes and measurement units consistent across main text and appendix.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Use controlled diagnostics to justify the bottleneck, then state exactly how supervision, offline extraction and real-data evaluation differ from that diagnostic.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Use a unifying algorithm to expose shared assumptions, then validate sampling quality separately from task accuracy and throughput.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Connect each expressivity statement to a specific policy class, and separate ideal balance identities from finite-training fit and computational overhead.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Use question-led headings and compact findings, but carry comparison scope and diagnostic limitations into the interpretation.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Pair a concrete execution trace with explicitly different efficiency denominators, and disclose the extra hardware that buys lower latency.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: For a benchmark paper, make the unit of comparison, fixed budget and perturbation taxonomy explicit before reporting rankings.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Show the altered dependency structure and its operating-point frontier together; distinguish cache behavior, decode throughput and end-to-end latency.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Match each motivated training component to an independent control, and preserve the exact attack budget and resource trade-off in the claim.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Connect each theoretical factor to a diagnostic and an intervention, then display the resource cost of the resulting practical remedy.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Preserve the baseline’s successful regime, diagnose the changed regime, and test whether the proposed selection rule survives reasonable implementation alternatives.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: For a representation pipeline, draw the inverse transformation as well as encoding, and report matched-storage quality separately from downstream task behavior.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Introduce the mathematical distinction with one diagnostic picture, then keep surrogate guarantees, distribution fit and downstream performance as separate claims.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: State which resource a baseline matches, and use a question-led experiment sequence to connect a formal distinction to observable behavior.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: For a theory paper, a assumptions-and-guarantees table and executable-looking pseudocode can do the explanatory work of a figure; keep the exact cost model visible.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Validate a convenient training proxy against the intended mathematical quantity, and pair smoothness with useful task behavior so degenerate solutions cannot look successful.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: In a position paper, separate diagnosis, actionable proposals and serious objections; state what evidence cannot resolve the argument.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: For a reasoning benchmark, define the latent mechanism, permissible interventions, outcome score and process rubric separately, then validate the rubric with another observable analysis.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Define a quality construct before training a model to optimize it, and keep label reliability, downstream accuracy and construction cost as separate evidence.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Pair a rare-event estimate with convergence exclusions, uncertainty construction and sensitivity to additional sampling; a tail plot alone is insufficient.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: State the model class, data-support family and stability requirement before a necessity claim, then distinguish an empirical proxy from the formal condition.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Use consistent diagnostic panels across cases, then distinguish an exact identity, a heuristic estimate, a theorem under assumptions and an empirical mechanism test.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Give each proposed failure mode a named intervention and a matching diagnostic, while disclosing utility exceptions and measured implementation overhead.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Organize robust decision methods around assumptions, tractability and statistical guarantees, then evaluate decision quality and conservatism separately.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Make ownership of parameters visible in a federated method diagram, and use local-model controls plus question-linked ablations to separate representation and collaboration gains.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: For an efficient detector, show quality, runtime, communication and component contributions as separate evidence, and define any nonstandard ranking rule in the caption.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Draw every conditioning path explicitly and distinguish predictive evidence, model-derived explanations and their stability; check that appendix promises are actually fulfilled.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: When two losses are claimed to cooperate, show their computational paths, state the assumptions for theoretical compatibility, and compare single-loss versus joint behavior both quantitatively and visually.
Scientific selection: Included for writing analysis only. Official oral writing-corpus membership; scientific-library promotion and bilingual review are separate work.
Writing lesson: Use a diagnostic representation intervention to motivate training, then separate target-task fitting from transfer and expose teacher-trace construction.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate phase-specific supervision claims from whole-pipeline claims, and audit pseudocode, example triggers and appendix links against the same operational definition.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: For an automatically curated dataset, separate corpus-scale production, sampled quality assessment and downstream utility, and show the precision-recall cost of filtering.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Pair a preservation claim with per-task losses and failure overlap, and make training-time external supervision distinct from inference-time inputs.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate existence, implemented construction and learned performance into different evidence obligations; report when optimization breaks the trend expected from expressivity.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Introduce a measurement through requirements, ideal definition and operational approximation, then perturb its reference choices before interpreting absolute values.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: State the estimand before the fitted curve, challenge it across time and model families, and pair aggregate error with location-specific calibration.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Name separate data-budget contracts, use component transfer to localize a benefit, and test simpler explanations before assigning an abstract mechanism.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Audit the benchmark's own implementation, task specification and simulator before attributing all observed failures to the evaluated agent.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: In a mixed-methods paper, carry the evidence source, item-specific denominator and sampling limits into every compressed finding.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Report generated, automatically accepted, manually verified and excluded counts separately; cross-check independent task components rather than trusting an end-to-end self-check.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Explain a multi-dimensional search through a reusable single-dimension loop, and keep offline search cost, inference savings and generalization checks separate.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Define the target, flag polarity and denominator before presenting detection results, and report inference overhead separately from the absence of model retraining.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Pair an ambitious conceptual framing with precise operational tests, distinguish the general model from the implemented surrogate, and show both intermediate structure and transfer failures.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Carry the analysis unit and population tier alongside correlations, publish the exact policy interventions, and pair error rescue with corruption of previously correct decisions.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Connect each efficiency mechanism to a distinct bottleneck, then report approximation loss, working-memory exclusions and actual hardware alongside the headline acceleration.
Scientific selection: Included for writing analysis only. Included in the official ICML oral writing corpus. Scientific catalog promotion and bilingual review are separate tasks.
Writing lesson: Separate primitive speed, model-stage speed and task accuracy, and leave failed deployment ranges visible beside favorable drop-in results.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Carry exact algebra, memory complexity, finite precision and convergence budget through separate reporting layers instead of collapsing them into one speedup.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Tie an approximation knob to both its mathematical effect and its hardware cost, and label the precise timed subroutine beside downstream quality.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Pair an easy API with an early counterexample, then document semantic changes and cost tradeoffs at the operator-family level.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Build a position paper around a falsifiable distinction in goals, give alternatives serious space, and make the requested actions specific to each responsible group.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: State what changes in the strategy space and what stays restricted in the deviation benchmark whenever a negative result is followed by a relaxed guarantee.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Give existence and algorithmic claims separate assumptions, then use conceptual geometry and feasibility traces to explain what each guarantee actually covers.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Organize a theoretical paper around directions of implication and boundary cases, and keep the precise conjecture resolved distinct from nearby claims left open.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Anchor a position in an explicit harm distinction, disclose the selection funnel behind supporting counts, and turn ethical conditions into concrete research responsibilities.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Make attack access, optimization budget and failure modes part of the headline claim, not merely supporting implementation detail.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Use diagnostic interventions to motivate a constrained edit, then report removal and preservation on distinct axes and name every robustness extension.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Define the privacy quantity being measured and separate representation diagnostics, attacker probes and deployment data flow before making a broad protection claim.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Separate an exact tractable model, its asymptotic approximations and its qualitative transfer to a richer model, with matching visual and numerical checks for each layer.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: State the unit of equivalence and comparison protocol precisely, and use an architectural counterexample to expose the assumptions behind a broad theorem.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Give a dynamical theory a consistent stage vocabulary across statements and figures, while marking where a proved local transition becomes an empirical or speculative continuation.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
Writing lesson: Separate expressivity, conditional learnability, dataset construction and optimization success, and carry the same distinctions through the negative results and experimental questions.
Scientific selection: Included for writing analysis only. Included in the official ICML 2026 oral-program writing corpus. Scientific-library membership is managed separately; this writing scan makes no promotion decision.
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