Writing study: Adversarial Style Optimization: Enhancing VLM Jailbreaks by GRPO-based Stylistic Triggers Optimization

CVPR overviewCorpus atlasBy contribution typeVisual galleryRules & templateWriting patternsPaper studies

← CVPR 2026 oral writing corpus

Bingjun Luo, Jialin Guo, Yue Yao, Xinpeng Ding · 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: Empirical analysis, diagnosis & auditing (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

9 physical pages

Before references / appendix

≈ 8.05 page-equivalents

Main figures / tables

2 / 4

Attached appendix figures / tables

0 / 0

Attached appendix span

Separate file recorded below; not in this PDF total

Before references / appendix: ≈ 89.44%References / intervening material: ≈ 10.56%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	≈ 1.23 pp.	13.67%
2. Related Work	2	≈ 0.73 pp.	8.11%
3. Problem Formulation	3	≈ 0.48 pp.	5.33%
4. Adversarial Style Optimization	3	≈ 2.36 pp.	26.22%
5. Experiments	6	≈ 2.68 pp.	29.78%
6. Conclusion	8	≈ 0.2 pp.	2.22%
References	9	≈ 0.95 pp.	10.56%

All detected figure and table locations

Main text

• Figure 1 · p. 1
• Figure 2 · p. 3
• Table 1 · p. 7
• Table 2 · p. 7
• Table 3 · p. 8
• Table 4 · 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 5 physical pages; 4 detected figures and 2 tables. These may include overlapping main-text material.

Located appendix only: starts on physical p.1; ≈ 4.93 page-equivalents, 4 figure labels and 2 table labels. This interval is distinct from the whole file.

Detected heading	PDF page	Estimated span
Supplementary Material	1	≈ 0.02 pp.
A. Implementation Details	1	≈ 1.28 pp.
B. More Ablation Studies	2	≈ 1.21 pp.
C. Stability and Randomness Analysis	3	≈ 0.27 pp.
D. Style Sensitivity Analysis	3	≈ 0.7 pp.
E. Qualitative Visualization Analysis	4	≈ 1.14 pp.
References	5	≈ 0.32 pp.

• Table 1 · p. 1
• Figure 1 · p. 2
• Table 2 · p. 3
• Figure 2 · p. 3
• Figure 3 · p. 4
• Figure 4 · p. 4

Argument and organization

1. 3–4. Formulation and Method

   Defines the evaluation setting before separating sensitivity measurement and optimization.

2. 5. Experiments

   Uses paired baseline/enhanced comparisons, category breakdowns, and component controls.

Problem, claim and contribution

The introduction frames stylistic sensitivity as a robustness failure to investigate, distinct from changing the underlying request content.

§1; Figure 1 · Main paper · Additional source 2

Argument and section order

A two-stage overview precedes detailed measurement and optimization subsections, making exploratory probing distinct from subsequent training.

Figure 2; §§4.2–4.3 · Main paper · Additional source 2

Figures, captions and visual explanation

The main overview is a staged workflow; most outcome evidence is deliberately tabular rather than relying on selected successful transcripts.

Figure 2 p. 3; Tables 1–2 p. 7 · Main paper · Additional source 2

Tables, comparisons and evidence

Paired rows compare each baseline with its enhanced variant across open and commercial targets, reporting both success and a separate judged severity score.

Tables 1–2 p. 7 · Main paper · Additional source 2

Appendix and reproducibility

Random-noise controls and repeated-run mean/standard-deviation plots help separate stylistic effects from generic perturbation and randomness.

Supplement Tables 2; Figure 2 · Main paper · Additional source 2

Clarity and writing conventions

The study discloses a judge-based outcome measure; a writing summary should retain that dependence and avoid describing automated scoring as definitive human assessment.

§5.1; supplement §A.3 · Main paper · Additional source 2

What to reuse—and what not to infer

Transferable lesson: A robustness paper should specify its threat/evaluation model, use paired controls, disclose judges, and report variability without sensationalizing examples.

Boundary: Reported vulnerability depends on evaluated model versions, test prompts, budgets, and automated judgments; this study is not evidence that every style or system is vulnerable.

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 five supplementary pages for experimental settings, judge specification, attempt-budget and random-noise controls, repeated-run variation, style-specific results, and qualitative-stage organization. Harmful prompt details are not reproduced.

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 · 9 pages
• Official CVPR 2026 separate supplementary PDF; retrieved 2026-09-26 · 5 pages