Robustness

Irrelevant Alternatives Bias Large Language Model Hiring Decisions EMNLP 2024 Learning predictable and robust neural representations by straightening image sequences NeurIPS 2024 Negative Pre-aware for Noisy Cross-Modal Matching AAAI 2024 Noisy Ostracods: A Fine-Grained, Imbalanced Real-World Dataset for Benchmarking Robust Machine Learning and Label Correction Methods NeurIPS 2024 PointCVaR: Risk-Optimized Outlier Removal for Robust 3D Point Cloud Classification AAAI 2024 SURE: SUrvey REcipes for building reliable and robust deep networks CVPR 2024 TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases NeurIPS 2024 TARP-VP: Towards Evaluation of Transferred Adversarial Robustness and Privacy on Label Mapping Visual Prompting Models NeurIPS 2024 The Lipschitz-Variance-Margin Tradeoff for Enhanced Randomized Smoothing ICLR 2024 ToxiCloakCN: Evaluating Robustness of Offensive Language Detection in Chinese with Cloaking Perturbations EMNLP 2024 Advancing Deep Metric Learning With Adversarial Robustness ACML 2023 A Whac-a-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others CVPR 2023 CAP: Robust Point Cloud Classification via Semantic and Structural Modeling CVPR 2023 Certified Robustness via Dynamic Margin Maximization and Improved Lipschitz Regularization NeurIPS 2023 Data augmentation alone can improve adversarial training ICLR 2023 Decision Transformer under Random Frame Dropping ICLR 2023 DENL: Diverse Ensemble and Noisy Logits for Improved Robustness of Neural Networks ACML 2023 DISC: Learning From Noisy Labels via Dynamic Instance-Specific Selection and Correction CVPR 2023 DSRM: Boost Textual Adversarial Training with Distribution Shift Risk Minimization ACL 2023 Dynamic Generative Targeted Attacks With Pattern Injection CVPR 2023 Evaluating Paraphrastic Robustness in Textual Entailment Models ACL 2023 Exploring and Exploiting Decision Boundary Dynamics for Adversarial Robustness ICLR 2023 GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection CVPR 2023 How To Prevent the Continuous Damage of Noises To Model Training? CVPR 2023 HuaSLIM: Human Attention Motivated Shortcut Learning Identification and Mitigation for Large Language models ACL 2023