Robustness

Stop Hardening Everything: A Training-Free Neuron-Level Defense for Neural Ranking Models ACL 2026 TANGO: Text-Anchored Guided Optimization for Robust Fine-tuning Vision-Language Models under Label Noise CVPR 2026 The Invisible Gorilla Effect in Out-of-distribution Detection CVPR 2026 Toward Robust In-Context Learning: Leveraging Out-of-distribution Proxies for Target Inaccessible Demonstration Retrieval ACL 2026 Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning CVPR 2026 Towards Robust Multi-Modal Semantic Segmentation with Teacher-Student Framework and Hybrid Prototype Distillation CVPR 2026 Towards Robust Vision Transformers: Path Dependency Analysis and a Simple Two-Stage Adversarial Training CVPR 2026 UIT-AMMC at SemEval-2026 Task 13: Exploiting Structural Formatting Signatures for Robust AI-Generated Code Detection SemEval 2026 Verifying Neural Network Robustness with Dual Perturbations CVPR 2026 When Benchmarks Leak: Inference-Time Decontamination for LLMs ACL 2026 Your Classifier Can Do More: Towards Balancing the Gaps in Classification, Robustness, and Generation CVPR 2026 A Comprehensive Real-World Assessment of Audio Watermarking Algorithms: Will They Survive Neural Codecs? Interspeech 2025 AdaKWS: Towards Robust Keyword Spotting with Test-Time Adaptation Interspeech 2025 Adversarial Training May Induce Deteriorating Distributions UAI 2025 Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models EMNLP 2025 CADRef: Robust Out-of-Distribution Detection via Class-Aware Decoupled Relative Feature Leveraging CVPR 2025 Calm-Whisper: Reduce Whisper Hallucination On Non-Speech By Calming Crazy Heads Down Interspeech 2025 CAPTURE: Context-Aware Prompt Injection Testing and Robustness Enhancement ACL 2025 Certifiably Quantisation-Robust training and inference of Neural Networks AISTATS 2025 Conditional Generative Learning from Invariant Representations in Multi-Source: Robustness and Efficiency AISTATS 2025 Defend for Self-Vocoding: A Novel Enhanced Decoder Network for Watermark Recovery Interspeech 2025 Do Regularization Methods for Shortcut Mitigation Work As Intended? AISTATS 2025 Evaluating Deep Speaker Embedding Robustness to Domain, Sampling Rate, and Codec Variations Interspeech 2025 Generalizable Audio Spoofing Detection using Non-Semantic Representations Interspeech 2025 HuBERT-VIC: Improving Noise-Robust Automatic Speech Recognition of Speech Foundation Model via Variance-Invariance-Covariance Regularization Interspeech 2025