visual hallucination

DiVE: Decoupling Intra-layer Visual Evidence for Mitigating Hallucinations in Large Vision-Language Models ACL 2026 Grounded Chain-of-Thought for Multimodal Large Language Models CVPR 2026 Latent Attention Denoising: A Training-Free Energy-Based Framework for Mitigating Hallucinations in Vision-Language Models ACL 2026 Locate-then-Sparsify: Attribution Guided Sparse Strategy for Visual Hallucination Mitigation CVPR 2026 ModalSyncSum: Synchronizing Image and Text for Reliable Summary Generation AAAI 2026 Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation AAAI 2026 ORIC: Benchmarking Object Recognition under Contextual Incongruity in Large Vision-Language Models CVPR 2026 See It, Say It, Sorted: An Iterative Training-Free Framework for Visually-Grounded Multimodal Reasoning in LVLMs CVPR 2026 Tell Model Where to Look: Mitigating Hallucinations in MLLMs by Vision-Guided Attention CVPR 2026 Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM Decoding ACL 2026 Unleashing the Intrinsic Visual Representation Capability of Multimodal Large Language Models CVPR 2026 Vocabulary Hijacking in LVLMs: Unveiling Critical Attention Heads by Excluding Inert Tokens to Mitigate Hallucination ACL 2026 Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning AAAI 2025 Curr-ReFT: Overcoming Training Bottlenecks in Small-scale Vision-Language Models via Curriculum Reinforcement Finetuning EMNLP 2025 DEEM: Diffusion models serve as the eyes of large language models for image perception ICLR 2025 Focus on What Matters: Enhancing Medical Vision-Language Models with Automatic Attention Alignment Tuning ACL 2025 Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents EMNLP 2025 PhD: A ChatGPT-Prompted Visual Hallucination Evaluation Dataset CVPR 2025 See What You Are Told: Visual Attention Sink in Large Multimodal Models ICLR 2025 Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models CVPR 2025 Stop Learning it all to Mitigate Visual Hallucination, Focus on the Hallucination Target. CVPR 2025 Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images ACL 2025 Understanding Visual Detail Hallucinations of Large Vision-Language Models IJCAI 2025 VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification CVPR 2025 Game on Tree: Visual Hallucination Mitigation via Coarse-to-Fine View Tree and Game Theory EMNLP 2024