Robustness

Learning from Others: Similarity-based Regularization for Mitigating Dataset Bias. ACL 2024 MarkLLM: An Open-Source Toolkit for LLM Watermarking EMNLP 2024 MaxEnt Loss: Constrained Maximum Entropy for Calibration under Out-of-Distribution Shift AAAI 2024 Mitigating robust overfitting via self-residual-calibration regularization (Abstract Reprint) IJCAI 2024 Mitigating Spurious Correlations via Disagreement Probability NeurIPS 2024 Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse CVPR 2024 Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models EMNLP 2024 On Leakage of Code Generation Evaluation Datasets EMNLP 2024 On the Adversarial Robustness of Benjamini Hochberg NeurIPS 2024 On the Effect of Batch Size in Byzantine-Robust Distributed Learning ICLR 2024 On the Hallucination in Simultaneous Machine Translation ACL 2024 On the Robustness of Large Multimodal Models Against Image Adversarial Attacks CVPR 2024 OpenVNA: A Framework for Analyzing the Behavior of Multimodal Language Understanding System under Noisy Scenarios ACL 2024 Optimal Classification under Performative Distribution Shift NeurIPS 2024 Outlier-Robust Distributionally Robust Optimization via Unbalanced Optimal Transport NeurIPS 2024 PAD: Patch-Agnostic Defense against Adversarial Patch Attacks CVPR 2024 Prior Knowledge-Guided Adversarial Training ACL 2024 Resilience of Large Language Models for Noisy Instructions EMNLP 2024 Revisiting Query Variation Robustness of Transformer Models EMNLP 2024 Robust Active Measuring under Model Uncertainty AAAI 2024 Robust Distribution Learning with Local and Global Adversarial Corruptions (extended abstract) COLT 2024 Robust Entropy Search for Safe Efficient Bayesian Optimization UAI 2024 Robust group and simultaneous inferences for high-dimensional single index model NeurIPS 2024 Robust Image Denoising through Adversarial Frequency Mixup CVPR 2024 Robust Text Classification: Analyzing Prototype-Based Networks EMNLP 2024