| Improving Adversarial Robustness with Hypersphere Embedding and Angular-based Regularizations | Mar 15, 2023 | Adversarial Robustness | —Unverified | 0 |
| Model-tuning Via Prompts Makes NLP Models Adversarially Robust | Mar 13, 2023 | Adversarial RobustnessLanguage Modelling | CodeCode Available | 0 |
| Robustness-preserving Lifelong Learning via Dataset Condensation | Mar 7, 2023 | Adversarial RobustnessDataset Condensation | —Unverified | 0 |
| Improved Robustness Against Adaptive Attacks With Ensembles and Error-Correcting Output Codes | Mar 4, 2023 | Adversarial RobustnessDiversity | CodeCode Available | 0 |
| Adversarial Attacks on Machine Learning in Embedded and IoT Platforms | Mar 3, 2023 | Adversarial RobustnessModel Compression | —Unverified | 0 |
| Demystifying Causal Features on Adversarial Examples and Causal Inoculation for Robust Network by Adversarial Instrumental Variable Regression | Mar 2, 2023 | Adversarial RobustnessPrediction | CodeCode Available | 1 |
| The Double-Edged Sword of Implicit Bias: Generalization vs. Robustness in ReLU Networks | Mar 2, 2023 | Adversarial Robustness | —Unverified | 0 |
| Single Image Backdoor Inversion via Robust Smoothed Classifiers | Mar 1, 2023 | Adversarial RobustnessImage Generation | CodeCode Available | 1 |
| SMoA: Sparse Mixture of Adapters to Mitigate Multiple Dataset Biases | Feb 28, 2023 | Adversarial RobustnessNatural Language Inference | —Unverified | 0 |
| A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking | Feb 28, 2023 | Adversarial RobustnessBenchmarking | —Unverified | 0 |
| Randomness in ML Defenses Helps Persistent Attackers and Hinders Evaluators | Feb 27, 2023 | Adversarial Robustness | —Unverified | 0 |
| CBA: Contextual Background Attack against Optical Aerial Detection in the Physical World | Feb 27, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective | Feb 22, 2023 | Adversarial RobustnessChatbot | —Unverified | 0 |
| Delving into the Adversarial Robustness of Federated Learning | Feb 19, 2023 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| A Novel Noise Injection-based Training Scheme for Better Model Robustness | Feb 17, 2023 | Adversarial RobustnessComputational Efficiency | —Unverified | 0 |
| Function Composition in Trustworthy Machine Learning: Implementation Choices, Insights, and Questions | Feb 17, 2023 | Adversarial RobustnessFairness | —Unverified | 0 |
| Measuring Equality in Machine Learning Security Defenses: A Case Study in Speech Recognition | Feb 17, 2023 | Adversarial RobustnessFairness | —Unverified | 0 |
| Adversarial Contrastive Distillation with Adaptive Denoising | Feb 17, 2023 | Adversarial RobustnessDenoising | —Unverified | 0 |
| XploreNAS: Explore Adversarially Robust & Hardware-efficient Neural Architectures for Non-ideal Xbars | Feb 15, 2023 | Adversarial RobustnessNeural Architecture Search | —Unverified | 0 |
| IB-RAR: Information Bottleneck as Regularizer for Adversarial Robustness | Feb 9, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| Robustness Implies Fairness in Causal Algorithmic Recourse | Feb 7, 2023 | Adversarial RobustnessFairness | CodeCode Available | 0 |
| Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks | Feb 6, 2023 | Adversarial RobustnessImage Segmentation | —Unverified | 0 |
| GAT: Guided Adversarial Training with Pareto-optimal Auxiliary Tasks | Feb 6, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Exploring and Exploiting Decision Boundary Dynamics for Adversarial Robustness | Feb 6, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Rethinking Robust Contrastive Learning from the Adversarial Perspective | Feb 5, 2023 | Adversarial RobustnessContrastive Learning | CodeCode Available | 0 |
| CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks | Feb 4, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 1 |
| Beyond Pretrained Features: Noisy Image Modeling Provides Adversarial Defense | Feb 2, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Provably Bounding Neural Network Preimages | Feb 2, 2023 | Adversarial RobustnessGPU | CodeCode Available | 0 |
| Hyperbolic Contrastive Learning | Feb 2, 2023 | Adversarial RobustnessContrastive Learning | —Unverified | 0 |
| CertViT: Certified Robustness of Pre-Trained Vision Transformers | Feb 1, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| Adversarial Training of Self-supervised Monocular Depth Estimation against Physical-World Attacks | Jan 31, 2023 | Adversarial RobustnessAutonomous Driving | CodeCode Available | 1 |
| On Robustness of Prompt-based Semantic Parsing with Large Pre-trained Language Model: An Empirical Study on Codex | Jan 30, 2023 | Adversarial RobustnessLanguage Modeling | —Unverified | 0 |
| Towards Adversarial Realism and Robust Learning for IoT Intrusion Detection and Classification | Jan 30, 2023 | Adversarial RobustnessBinary Classification | —Unverified | 0 |
| Language-Driven Anchors for Zero-Shot Adversarial Robustness | Jan 30, 2023 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 0 |
| Improving the Accuracy-Robustness Trade-Off of Classifiers via Adaptive Smoothing | Jan 29, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Certifiably Robust Reinforcement Learning through Model-Based Abstract Interpretation | Jan 26, 2023 | Adversarial RobustnessMuJoCo | —Unverified | 0 |
| On the Adversarial Robustness of Camera-based 3D Object Detection | Jan 25, 2023 | 3D Object DetectionAdversarial Attack | CodeCode Available | 1 |
| Provable Unrestricted Adversarial Training without Compromise with Generalizability | Jan 22, 2023 | Adversarial Robustness | —Unverified | 0 |
| Phase-shifted Adversarial Training | Jan 12, 2023 | Adversarial Robustness | —Unverified | 0 |
| On adversarial robustness and the use of Wasserstein ascent-descent dynamics to enforce it | Jan 9, 2023 | Adversarial Robustness | —Unverified | 0 |
| Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks | Jan 5, 2023 | Adversarial Robustness | CodeCode Available | 0 |
| Efficient Robustness Assessment via Adversarial Spatial-Temporal Focus on Videos | Jan 3, 2023 | Action RecognitionAdversarial Robustness | CodeCode Available | 0 |
| Towards Better Robustness against Common Corruptions for Unsupervised Domain Adaptation | Jan 1, 2023 | Adversarial RobustnessData Augmentation | CodeCode Available | 0 |
| Explaining Adversarial Robustness of Neural Networks from Clustering Effect Perspective | Jan 1, 2023 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 |
| Adversarial Robustness via Random Projection Filters | Jan 1, 2023 | Adversarial RobustnessAttribute | CodeCode Available | 1 |
| A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet Categories | Jan 1, 2023 | Adversarial RobustnessClassification | CodeCode Available | 0 |
| Revisiting Residual Networks for Adversarial Robustness | Jan 1, 2023 | Adversarial Robustness | CodeCode Available | 1 |
| Boosting Accuracy and Robustness of Student Models via Adaptive Adversarial Distillation | Jan 1, 2023 | Adversarial RobustnessKnowledge Distillation | —Unverified | 0 |
| Guidance Through Surrogate: Towards a Generic Diagnostic Attack | Dec 30, 2022 | Adversarial RobustnessDiagnostic | —Unverified | 0 |
| Frequency Regularization for Improving Adversarial Robustness | Dec 24, 2022 | Adversarial Robustness | —Unverified | 0 |