Adversarial Robustness papers, 2023–2026
Adversarial examples and defenses
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 1,291 papers are tagged with this topic.
Key findings
- Adversarial Robustness went from 313 papers in 2023 to 317 in 2026, roughly 1.0x in three years.
- NeurIPS publishes the most Adversarial Robustness work: 422 papers from 2023 to 2026, 33% of the four-venue total.
- The fastest-growing overlap is with Alignment and Safety: papers tagged with both rose from 13 in 2023 to 56 in 2026.
- Among the 5 topics under Security and Trust, it ranks #1 by 2026 paper count; the fastest grower in the group, Watermarking, is up 9.3x versus 1.0x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 100 | 79 | 60 | 74 | 313 |
| 2024 | 131 | 70 | 73 | 60 | 334 |
| 2025 | 110 | 88 | 85 | 44 | 327 |
| 2026 | 81 | 94 | 93 | 49 | 317 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026A Little Robustness Is All You Need: Leveraging Predictions for Contextual Optimization
- ICML 2026Bias in Zeroth-Order Normal Estimation for Decision-Based Attacks
- ICLR 2026CERTIFIED VS. EMPIRICAL ADVERSARIAL ROBUSTNESS VIA HYBRID CONVOLUTIONS WITH ATTENTION STOCHASTICITY
- CVPR 2026A Combination of Noise and Bilateral Filters Achieve Supralinear and
- NeurIPS 2025A Unified Approach to Submodular Maximization Under Noise
- ICML 2025Adversarial Perturbations Are Formed by Iteratively Learning Linear Combinations of the Right Singular Vectors of the Adversarial Jacobian
- ICLR 2025$\sigma$-zero: Gradient-based Optimization of $\ell_0$-norm Adversarial Examples
- CVPR 2025A Unified, Resilient, and Explainable Adversarial Patch Detector
- NeurIPS 2024A StrongREJECT for Empty Jailbreaks
- ICML 2024Adversarial Attacks on Combinatorial Multi-Armed Bandits
- ICLR 2024An LLM can Fool Itself: A Prompt-Based Adversarial Attack
- CVPR 2024Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization
- NeurIPS 2023A Closer Look at the Robustness of Contrastive Language-Image Pre-Training (CLIP)
- ICML 2023A Law of Robustness beyond Isoperimetry
- ICLR 2023A law of adversarial risk, interpolation, and label noise
- CVPR 2023Adversarial Normalization: I Can Visualize Everything (ICE)
- NeurIPS 2026A Regularization-Based Approach to Public Belief State Search for Adversarial Games
- ICML 2026CaliDist: Calibrating Large Language Models via Behavioral Robustness to Distraction
- ICLR 2026Conformal Robustness Control: A New Strategy for Robust Decision
- CVPR 2026A Provable Energy-Guided Test-Time Defense Boosting Adversarial Robustness of Large
All Adversarial Robustness papers
313 papers, page 7 of 7
- NeurIPS 2023Towards Evaluating Transfer-based Attacks Systematically, Practically, and Fairly
- NeurIPS 2023Towards Higher Ranks via Adversarial Weight Pruning
- NeurIPS 2023Towards Last-layer Retraining for Group Robustness with Fewer Annotations
- NeurIPS 2023Training on Foveated Images Improves Robustness to Adversarial Attacks
- NeurIPS 2023Transferable Adversarial Robustness for Categorical Data via Universal Robust Embeddings
- NeurIPS 2023Transitivity Recovering Decompositions: Interpretable and Robust Fine-Grained Relationships
- NeurIPS 2023Understanding and Improving Ensemble Adversarial Defense
- NeurIPS 2023UniT: A Unified Look at Certified Robust Training against Text Adversarial Perturbation
- NeurIPS 2023Unlocking Deterministic Robustness Certification on ImageNet
- NeurIPS 2023VLATTACK: Multimodal Adversarial Attacks on Vision-Language Tasks via Pre-trained Models
- NeurIPS 2023Wasserstein distributional robustness of neural networks
- NeurIPS 2023What Can We Learn from Unlearnable Datasets?
- NeurIPS 2023What Distributions are Robust to Indiscriminate Poisoning Attacks for Linear Learners?
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FAQ
- How many Adversarial Robustness papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 1,291 in total: 313 in 2023, 334 in 2024, 327 in 2025, 317 in 2026.
- How many Adversarial Robustness papers are at NeurIPS 2026?
- NeurIPS 2026 has 81 Adversarial Robustness papers, versus 110 the year before.
- How many Adversarial Robustness papers are at ICLR 2026?
- ICLR 2026 has 94 Adversarial Robustness papers, versus 88 the year before.
- How many Adversarial Robustness papers are at ICML 2026?
- ICML 2026 has 93 Adversarial Robustness papers, versus 85 the year before.
- How many Adversarial Robustness papers are at CVPR 2026?
- CVPR 2026 has 49 Adversarial Robustness papers, versus 44 the year before.
- Which conference publishes the most Adversarial Robustness papers?
- NeurIPS, with 422 papers from 2023 to 2026.