Writing study: LATA: Laplacian-Assisted Transductive Adaptation for Conformal Uncertainty in Medical VLMs

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← CVPR 2026 oral writing corpus

Behzad Bozorgtabar, Dwarikanath Mahapatra, Sudipta Roy, Muzammal Naseer, Imran Razzak, Zongyuan Ge · Official CVPR 2026 oral record

Observed writing choices, not acceptance rules. This study examines the inspected manuscript version. It does not establish why the paper was accepted or that its presentation choices should be copied unchanged.

Figure, table and section ledger

Editorial contribution type: Training, objectives & optimization (primary).

Layout extraction, not a required paper template. Counts are distinct caption labels; a multi-panel figure counts once. Section spans are estimated from heading positions, including floats and whitespace. Method and limitations.

Canonical PDF

10 physical pages

Before references / appendix

≈ 8.05 page-equivalents

Main figures / tables

4 / 3

Attached appendix figures / tables

0 / 0

Attached appendix span

Separate file recorded below; not in this PDF total

Before references / appendix: ≈ 80.5%References / intervening material: ≈ 19.5%Estimated layout envelopes, not text/artwork area. Unresolved appendix boundaries remain within the undivided post-body material.

Extraction notes: No attached appendix boundary detected. Zero means no recognized caption, not independently verified absence.

Section-by-section lengths and source pages

The title/abstract/front matter precede the first numbered heading. A span ends at the next detected top-level heading, not at the last sentence; end-page whitespace is included. References and statements are listed separately. These are not measurements of text-only or artwork area.

Top-level heading	Starts on PDF page	Estimated span	Share of entire PDF
1. Introduction	1	≈ 1.42 pp.	14.2%
2. Related Work	2	≈ 0.22 pp.	2.2%
3. Method	3	≈ 1.77 pp.	17.7%
4. Experiments	4	≈ 3.99 pp.	39.9%
5. Conclusion	8	≈ 0.23 pp.	2.3%
References	9	≈ 1.95 pp.	19.5%

All detected figure and table locations

Main text

• Figure 1 · p. 2
• Table 1 · p. 6
• Figure 2 · p. 6
• Figure 3 · p. 7
• Table 2 · p. 7
• Figure 4 · p. 8
• Table 3 · p. 8

Attached appendix

No recognized caption labels.

Separate source files—excluded from canonical-PDF totals

A separate author version may repeat main text and references. Whole-file lengths and counts are not extra appendix material and are never added to the canonical PDF totals. Read the study's source scope for which sections received substantive reading versus layout inspection.

Additional source 1

Separate PDF (or ZIP containing it): whole-file layout of 9 physical pages; 5 detected figures and 9 tables. These may include overlapping main-text material.

Located appendix only: starts on physical p.1; ≈ 8.66 page-equivalents, 5 figure labels and 9 table labels. This interval is distinct from the whole file.

Detected heading	PDF page	Estimated span
A. Algorithm of LATA	1	≈ 0 pp.
B. Related Work	1	≈ 0.93 pp.
C. Computational Complexity	2	≈ 0.95 pp.
D. Additional Ablation Studies	3	≈ 2.56 pp.
E. Additional Qualitative Results	5	≈ 0.81 pp.
F. Scoring Rules, Evaluation Metrics, and	6	≈ 2.46 pp.
References	9	≈ 0.95 pp.

• Table S1 · p. 2
• Table S2 · p. 3
• Table S3 · p. 3
• Table S4 · p. 3
• Figure S1 · p. 4
• Table S5 · p. 4
• Table S6 · p. 4
• Table S7 · p. 4
• Figure S2 · p. 5
• Table S9 · p. 5
• Table S8 · p. 5
• Figure S3 · p. 6
• Figure S4 · p. 7
• Figure S5 · p. 8

Argument and organization

1. 3. Method

   Builds from zero-shot probabilities and split conformal prediction to graph refinement and failure-aware scoring.

2. 4. Experiments

   Tests coverage, set size, class-conditioned disparity, compute, and exchangeability diagnostics.

Problem, claim and contribution

The introduction distinguishes accurate point predictions from useful uncertainty sets and warns that reusing calibration labels can invalidate guarantees.

Section 1 · Main paper · Additional source 2

Argument and section order

The label-free default and optional label-informed prior are named separately near their equations, before experimental comparisons.

§3.4 p. 4 · Main paper · Additional source 2

Figures, captions and visual explanation

Matched sweeps vary calibration shots and query-window size; a frontier elsewhere places efficiency beside coverage instead of plotting set size alone.

Figure 3 p. 7; Figure 2 p. 6 · Main paper · Additional source 2

Tables, comparisons and evidence

Tables report coverage, set size, class-conditioned gap, runtime, and memory; error-rate violations are explicitly marked rather than rewarded for small sets.

Tables 1–2 pp. 6–7 · Main paper · Additional source 2

Appendix and reproducibility

Pseudocode states the joint pool and score construction, while complexity and source ablations expose assumptions behind the low-cost claim.

Supplement §§A–D · Main paper · Additional source 2

Clarity and writing conventions

The manuscript includes a deliberately invalid calibration-reuse comparison and names embedding dependence as a limitation.

Figure 4 and conclusion p. 8 · Main paper · Additional source 2

What to reuse—and what not to infer

Transferable lesson: For uncertainty methods, make validity conditions part of the comparison contract and never rank efficiency without checking coverage.

Boundary: The writing scan does not independently verify exchangeability claims, especially for label-informed variants; retain the exact protocol and assumptions.

Apply this lesson using the argument and evidence worksheet.

Inspection record and sources

Checked

2026-09-26

Reading status

Writing-focused manuscript scan + selected visuals inspected

Main text

Manuscript-wide writing scan of main PDF pp. 1–8: framing, section structure, method exposition, figure/table captions, evaluation organization and conclusions; not an exhaustive technical proof audit or reproduction.

Appendix / supplement

Scanned nine supplementary pages covering algorithm, complexity, hyperparameter and component tests, label-informed prior, failure-module source, qualitative prediction sets, and per-dataset coverage.

Visually inspected PDF pages

4, 7

This is a writing-focused scan of the manuscript and the stated supplementary scope: framing, organization, visual explanation, evidence presentation and wording. It is not a line-by-line proof audit, reproduction of results or exhaustive scientific review.

• Official CVPR 2026 CVF proceedings PDF; retrieved 2026-09-26 · 10 pages
• Official CVPR 2026 separate supplementary PDF; retrieved 2026-09-26 · 9 pages