Robustness

Enhance-then-Balance Modality Collaboration for Robust Multimodal Sentiment Analysis CVPR 2026 Evaluating Robustness of Large Language Models Against Multilingual Typographical Errors ACL 2026 FailureAtlas: Mapping the Failure Landscape of T2I Models via Active Exploration CVPR 2026 FeatureFool: Zero-Query Fooling of Video Models via Feature Map CVPR 2026 Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models ACL 2026 Generative Adversarial Perturbations with Cross-paradigm Transferability on Localized Crowd Counting CVPR 2026 Gradual Uncertainty Refinement via Noise-Driven Curriculum: A Post-Hoc Meta-Model for Robust Uncertainty Quantification UAI 2026 Identity-Robust Language Model Generation via Content Integrity Preservation ACL 2026 Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency ACL 2026 Impatient Users Confuse AI Agents: High-fidelity Simulations of Human Traits for Testing Agents ACL 2026 Improving Adversarial Transferability with Local Perturbation Augmentation CVPR 2026 Is the Modality Gap a Bug or a Feature? A Robustness Perspective CVPR 2026 Learning to See Through a Baby's Eyes: Early Visual Diets Enable Robust Visual Intelligence in Humans and Machines CVPR 2026 LIBERO-Plus: A Progressive Robustness Benchmark for Visual-Language-Action Models CVPR 2026 Lipschitz Optimization for Formal Verification of Homographies CVPR 2026 Locket: Robust Feature-Locking Technique for Language Models ACL 2026 Maximally Robust Satisficing Bayesian Optimization UAI 2026 Merging Triggers, Breaking Backdoors: Defensive Poisoning for Instruction-Tuned Language Models ACL 2026 Mind the Way You Select Negative Texts: Pursuing the Distance Consistency in OOD Detection with VLMs CVPR 2026 Mitigating Error Amplification in Fast Adversarial Training CVPR 2026 Mitigating Over-Refusal in Aligned Large Language Models via Inference-Time Activation Energy ACL 2026 Mitigating Spurious Correlations with Memorization-Guided Dataset De-Biasing UAI 2026 MIUN BiasPatrol at SemEval-2026 Task 13: Why TF-IDF can Beat Transformers for OOD Code Detection SemEval 2026 Neural Collapse in Test-Time Adaptation CVPR 2026 Neural Routed Boosting: Robust Learning against Heteroscedastic Noise UAI 2026