Robustness

A Data-Centric Approach to Generalizable Speech Deepfake Detection ACL 2026 A Sanity Check for Multi-In-Domain Face Forgery Detection in the Real World CVPR 2026 A Unified Perspective on Adversarial Membership Manipulation in Vision Models CVPR 2026 Boosting Self-Supervised Tracking with Contextual Prompts and Noise Learning CVPR 2026 DARM: Distribution-Aware Reward Modeling by Alleviating Biases from Low Preference-Context Dependency Data ACL 2026 Debiasing Logical Fallacy Detection for Real-World Robustness via Counterfactually Augmented Data ACL 2026 DeepGuard: Secure Code Generation via Multi-Layer Semantic Aggregation ACL 2026 Exons-Detect: Identifying and Amplifying Exonic Tokens via Hidden-State Discrepancy for Robust AI-Generated Text Detection ACL 2026 FedSDR: Federated Graph Learning with Structural Noise Detection and Reconstruction CVPR 2026 Flip-Flop Consistency: Unsupervised Training for Robustness to Prompt Perturbations in LLMs ACL 2026 Hierarchical End-to-End Taylor Bounds for Complete Neural Network Verification L4DC 2026 How Learning Dynamics Drive Adversarially Robust Generalization? UAI 2026 Image-based Outlier Synthesis With Training Data CVPR 2026 LLMs in Sarcasm Detection? It’s elementary! (Or is it?) ACL 2026 Locate-then-Sparsify: Attribution Guided Sparse Strategy for Visual Hallucination Mitigation CVPR 2026 LOREAL: Mitigating Low-Resolution Challenges in Vision-Language Models with Attribute-driven Prompt Self-Distillation CVPR 2026 Measuring and Mitigating Shortcut Reliance in Language Models with Probe-Based Representation Entanglement ACL 2026 MERLIN: Building Low-SNR Robust Multimodal LLMs for Electromagnetic Signals CVPR 2026 Meta-FC: Meta-Learning with Feature Consistency for Robust and Generalizable Watermarking CVPR 2026 Noise-Aware Few-Shot Learning through Bi-directional Multi-View Prompt Alignment CVPR 2026 Outlier-Robust Diffusion Solvers for Inverse Problems CVPR 2026 PAF: Perturbation-Aware Filtering for Open-Set Semi-Supervised Learning CVPR 2026 QA-MoE: Towards a Continuous Reliability Spectrum with Quality-Aware Mixture of Experts for Robust Multimodal Sentiment Analysis ACL 2026 Robust Promptable Video Object Segmentation CVPR 2026 Stabilizing Feature Geometry in Noisy Pretrained Models for Robust Downstream Tasks CVPR 2026