| Imbalanced Gradients: A Subtle Cause of Overestimated Adversarial Robustness | Jun 24, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Improve robustness of DNN for ECG signal classification:a noise-to-signal ratio perspective | May 18, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness | Apr 30, 2020 | Adversarial Robustness | CodeCode Available | 1 |
| Improving Adversarial Robustness via Promoting Ensemble Diversity | Jan 25, 2019 | Adversarial RobustnessDiversity | CodeCode Available | 1 |
| Decision-based Black-box Attack Against Vision Transformers via Patch-wise Adversarial Removal | Dec 7, 2021 | Adversarial RobustnessSensitivity | CodeCode Available | 1 |
| Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness | Jul 22, 2022 | Adversarial RobustnessContrastive Learning | CodeCode Available | 1 |
| A Self-supervised Approach for Adversarial Robustness | Jun 8, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| DF-RAP: A Robust Adversarial Perturbation for Defending against Deepfakes in Real-world Social Network Scenarios | Mar 5, 2024 | Adversarial RobustnessFace Swapping | CodeCode Available | 1 |
| Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness | Feb 7, 2020 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Enhancing Adversarial Robustness via Score-Based Optimization | Jul 10, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| IQA-Adapter: Exploring Knowledge Transfer from Image Quality Assessment to Diffusion-based Generative Models | Dec 2, 2024 | Adversarial RobustnessConditional Image Generation | CodeCode Available | 1 |
| Is LLM-as-a-Judge Robust? Investigating Universal Adversarial Attacks on Zero-shot LLM Assessment | Feb 21, 2024 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Is RobustBench/AutoAttack a suitable Benchmark for Adversarial Robustness? | Dec 2, 2021 | Adversarial Attack DetectionAdversarial Robustness | CodeCode Available | 1 |
| Adversarial Robustness of Bottleneck Injected Deep Neural Networks for Task-Oriented Communication | Dec 13, 2024 | Adversarial Robustness | CodeCode Available | 1 |
| Learn2Perturb: an End-to-end Feature Perturbation Learning to Improve Adversarial Robustness | Mar 2, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Generalized Real-World Super-Resolution through Adversarial Robustness | Aug 25, 2021 | Adversarial RobustnessSuper-Resolution | CodeCode Available | 1 |
| LyaNet: A Lyapunov Framework for Training Neural ODEs | Feb 5, 2022 | Adversarial Robustness | CodeCode Available | 1 |
| MNIST-C: A Robustness Benchmark for Computer Vision | Jun 5, 2019 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| CARBEN: Composite Adversarial Robustness Benchmark | Jul 16, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| On the Adversarial Robustness of Vision Transformers | Mar 29, 2021 | Adversarial Robustness | CodeCode Available | 1 |
| Scattering Model Guided Adversarial Examples for SAR Target Recognition: Attack and Defense | Sep 11, 2022 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Multitask Learning Strengthens Adversarial Robustness | Jul 14, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| NeRFool: Uncovering the Vulnerability of Generalizable Neural Radiance Fields against Adversarial Perturbations | Jun 10, 2023 | Adversarial RobustnessNovel View Synthesis | CodeCode Available | 1 |
| Analyzing Adversarial Robustness of Deep Neural Networks in Pixel Space: a Semantic Perspective | Jun 18, 2021 | Adversarial Robustness | —Unverified | 0 |
| Analyzing Adversarial Attacks Against Deep Learning for Intrusion Detection in IoT Networks | May 13, 2019 | Adversarial RobustnessIntrusion Detection | —Unverified | 0 |
| Constrained Adaptive Attacks: Realistic Evaluation of Adversarial Examples and Robust Training of Deep Neural Networks for Tabular Data | Nov 8, 2023 | Adversarial Robustness | —Unverified | 0 |
| Constrained Learning with Non-Convex Losses | Mar 8, 2021 | Adversarial RobustnessFairness | —Unverified | 0 |
| An Adversarial Robustness Benchmark for Enterprise Network Intrusion Detection | Feb 25, 2024 | Adversarial RobustnessCyber Attack Detection | —Unverified | 0 |
| A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models | Apr 24, 2024 | Adversarial RobustnessQuantum Machine Learning | —Unverified | 0 |
| A Multiclass Boosting Framework for Achieving Fast and Provable Adversarial Robustness | Mar 1, 2021 | Adversarial RobustnessObject Recognition | —Unverified | 0 |
| Adversarial Robustness Across Representation Spaces | Dec 1, 2020 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| AdvCat: Domain-Agnostic Robustness Assessment for Cybersecurity-Critical Applications with Categorical Inputs | Dec 13, 2022 | Adversarial RobustnessFake News Detection | —Unverified | 0 |
| Constraining Logits by Bounded Function for Adversarial Robustness | Oct 6, 2020 | Adversarial Robustness | —Unverified | 0 |
| A More Biologically Plausible Local Learning Rule for ANNs | Nov 24, 2020 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| A margin-based replacement for cross-entropy loss | Jan 21, 2025 | Adversarial RobustnessContinual Learning | —Unverified | 0 |
| Adversarial Attacks and Defenses for Speech Recognition Systems | Mar 31, 2021 | Adversarial RobustnessAutomatic Speech Recognition | —Unverified | 0 |
| ALMA: Aggregated Lipschitz Maximization Attack on Auto-encoders | May 6, 2025 | Adversarial Robustness | —Unverified | 0 |
| Algorithmic Bias and Data Bias: Understanding the Relation between Distributionally Robust Optimization and Data Curation | Jun 17, 2021 | Adversarial RobustnessFairness | —Unverified | 0 |
| Adversarial Risk and the Dangers of Evaluating Against Weak Attacks | Feb 15, 2018 | Adversarial Robustness | —Unverified | 0 |
| aiXamine: Simplified LLM Safety and Security | Apr 21, 2025 | 2kAdversarial Robustness | —Unverified | 0 |
| AI-Compass: A Comprehensive and Effective Multi-module Testing Tool for AI Systems | Nov 9, 2024 | Adversarial Robustnessimage-classification | —Unverified | 0 |
| CARES: Comprehensive Evaluation of Safety and Adversarial Robustness in Medical LLMs | May 16, 2025 | Adversarial RobustnessSafety Alignment | —Unverified | 0 |
| Contextual Fusion For Adversarial Robustness | Nov 18, 2020 | Adversarial Robustness | —Unverified | 0 |
| A Hybrid Defense Strategy for Boosting Adversarial Robustness in Vision-Language Models | Oct 18, 2024 | Adversarial RobustnessAutonomous Driving | —Unverified | 0 |
| A Holistic Assessment of the Reliability of Machine Learning Systems | Jul 20, 2023 | Adversarial RobustnessOut-of-Distribution Detection | —Unverified | 0 |
| A High Dimensional Statistical Model for Adversarial Training: Geometry and Trade-Offs | Feb 8, 2024 | Adversarial Robustness | —Unverified | 0 |
| A Closer Look at the Adversarial Robustness of Information Bottleneck Models | Jul 12, 2021 | Adversarial Robustness | —Unverified | 0 |
| A Geometrical Approach to Evaluate the Adversarial Robustness of Deep Neural Networks | Oct 10, 2023 | Adversarial Robustness | —Unverified | 0 |
| A Fundamental Accuracy--Robustness Trade-off in Regression and Classification | Nov 6, 2024 | Adversarial Robustnessregression | —Unverified | 0 |
