model robustness

Universal Acoustic Adversarial Attacks for Flexible Control of Speech-LLMs EMNLP 2025 Unmasking real-world audio deepfakes: A data-centric approach Interspeech 2025 Wait, that’s not an option: LLMs Robustness with Incorrect Multiple-Choice Options ACL 2025 Weakest Link in the Chain: Security Vulnerabilities in Advanced Reasoning Models ACL 2025 When Audio and Text Disagree: Revealing Text Bias in Large Audio-Language Models EMNLP 2025 Who Can Withstand Chat-Audio Attacks? An Evaluation Benchmark for Large Audio-Language Models ACL 2025 Who Speaks Matters: Analysing the Influence of the Speaker’s Linguistic Identity on Hate Classification EMNLP 2025 Will the Prince Get True Love’s Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts NAACL 2025 Words or Vision: Do Vision-Language Models Have Blind Faith in Text? CVPR 2025 YNU-HPCC at SemEval-2025 Task 6: Using BERT Model with R-drop for Promise Verification SemEval 2025 A Closer Look at Robustness of Vision Transformers to Backdoor Attacks WACV 2024 Adversarial Initialization with Universal Adversarial Perturbation: A New Approach to Fast Adversarial Training AAAI 2024 Attack Named Entity Recognition by Entity Boundary Interference COLING 2024 Balance, Multiple Augmentation, and Re-synthesis: A Triad Training Strategy for Enhanced Audio Deepfake Detection Interspeech 2024 Benchmarking Segmentation Models with Mask-Preserved Attribute Editing CVPR 2024 CodeFort: Robust Training for Code Generation Models EMNLP 2024 Complementary Knowledge Distillation for Robust and Privacy-Preserving Model Serving in Vertical Federated Learning AAAI 2024 Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data NeurIPS 2024 Context-aware Adversarial Attack on Named Entity Recognition EACL 2024 DARG: Dynamic Evaluation of Large Language Models via Adaptive Reasoning Graph NeurIPS 2024 DarkSAM: Fooling Segment Anything Model to Segment Nothing NeurIPS 2024 DC4L: Distribution shift recovery via data-driven control for deep learning models L4DC 2024 Defense without Forgetting: Continual Adversarial Defense with Anisotropic & Isotropic Pseudo Replay CVPR 2024 Distilling Robustness into Natural Language Inference Models with Domain-Targeted Augmentation ACL 2024 Do LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language Models EMNLP 2024