contrastive decoding

Anatomical Region-Guided Contrastive Decoding: A Plug-and-Play Strategy for Mitigating Hallucinations in Medical VLMs AAAI 2026 ASCD: Attention-Steerable Contrastive Decoding for Reducing Hallucination in MLLM AAAI 2026 Cross-Modal Attention Calibration for LVLM Hallucination Mitigation CVPR 2026 CWCD: Category-Wise Contrastive Decoding for Structured Medical Report Generation MIDL 2026 DiVE: Decoupling Intra-layer Visual Evidence for Mitigating Hallucinations in Large Vision-Language Models ACL 2026 ECD: Evidence-guided Contrastive Decoding in Retrieval-Augmented Generation with Accurate Knowledge Reference Adjustment AAAI 2026 Envision, Attend, Then Respond: Counterfactual Hallucination Mitigation in Large Vision-Language Models CVPR 2026 First Logit Boosting: Visual Grounding Method to Mitigate Object Hallucination in Large Vision-Language Models CVPR 2026 Relevance-aware Multi-context Contrastive Decoding for Retrieval-augmented Visual Question Answering WACV 2026 Revisiting Visual Corruptions in LVLMs: A Shape-Texture Perspective on Model Failures CVPR 2026 Scaling Test-Time Robustness of Vision-Language Models via Self-Critical Inference Framework CVPR 2026 SEASON: Mitigating Temporal Hallucination in Video Large Language Models via Self-Diagnostic Contrastive Decoding CVPR 2026 Activation Steering Decoding: Mitigating Hallucination in Large Vision-Language Models through Bidirectional Hidden State Intervention ACL 2025 AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge NAACL 2025 Alleviating Hallucinations of Large Language Models through Induced Hallucinations NAACL 2025 ALW: Adaptive Layer-Wise contrastive decoding enhancing reasoning ability in Large Language Models ACL 2025 ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large Language Models CVPR 2025 Con-ReCall: Detecting Pre-training Data in LLMs via Contrastive Decoding COLING 2025 Contrastive Decoding for Synthetic Data Generation in Low-Resource Language Modeling EMNLP 2025 ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Models AAAI 2025 Don’t Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models ACL 2025 Enhancing Input-Label Mapping in In-Context Learning with Contrastive Decoding ACL 2025 Entropy-Based Decoding for Retrieval-Augmented Large Language Models NAACL 2025 EpiCoDe: Boosting Model Performance Beyond Training with Extrapolation and Contrastive Decoding ACL 2025 Fuzzy Contrastive Decoding to Alleviate Object Hallucination in Large Vision-Language Models ICCV 2025