Robustness

A Combination of Noise and Bilateral Filters Achieve Supralinear and Scalable Adversarial Robustness in CNNs CVPR 2026 AcTTA: Rethinking Test-Time Adaptation via Dynamic Activation CVPR 2026 Adaptive Confidence Regularization for Multimodal Failure Detection CVPR 2026 AGFT: Alignment-Guided Fine-Tuning for Zero-Shot Adversarial Robustness of Vision-Language Models CVPR 2026 Aloe-Vision: Robust Vision-Language Models for Healthcare MIDL 2026 A Provable Energy-Guided Test-Time Defense Boosting Adversarial Robustness of Large Vision-Language Models CVPR 2026 Attention Under Attack: Analog Noise Effects and Mechanistic Vulnerabilities in Transformer Models ACL 2026 Automated Quality Assessment of Blind Sweep Obstetric Ultrasound for Improved Diagnosis MIDL 2026 Backdoor Collapse: Eliminating Unknown Threats Via Known Backdoor Aggregation In Language Models ACL 2026 Bias at the End of the Score CVPR 2026 Bootstrapping Multi-view Learning for Test-time Noisy Correspondence CVPR 2026 Breaking the Illusion: When Positive Meets Negative in Multimodal Decoding CVPR 2026 BURNS: Backward Underapproximate Reachability for Neural-Feedback-Loop Systems L4DC 2026 Certified Robust Invariant Polytope Training in Neural Controlled ODEs L4DC 2026 CHOIR: Harmonizing Structured Persona Diversity for Robust Collaborative LLM Reasoning ACL 2026 CICL26 at SemEval-2026 Task 4: Narrative Story Similarity and Narrative Representation Learning SemEval 2026 C-LaV: Conditional Latent Velocity Field Denoising for Weather-Robust LiDAR Place Recognition CVPR 2026 Concept-Guided Fine-Tuning: Steering ViTs away from Spurious Correlations to Improve Robustness CVPR 2026 Cross-Modal Attention Calibration for LVLM Hallucination Mitigation CVPR 2026 DASH: A Meta-Attack Framework for Synthesizing Effective and Stealthy Adversarial Examples CVPR 2026 Debiased Orthogonal Boundary-Driven Efficient Noise Mitigation ACL 2026 DiVE: Decoupling Intra-layer Visual Evidence for Mitigating Hallucinations in Large Vision-Language Models ACL 2026 DPL: Decoupled Prototype Learning for Enhancing Robustness of Vision-Language Transformers to Missing Modalities CVPR 2026 Efficient Prior-Guided Reasoning for Robust Retrieval-Augmented Generation under Conflicts ACL 2026 EgoXtreme: A Dataset for Robust Object Pose Estimation in Egocentric Views under Extreme Conditions CVPR 2026