{"total":35,"rows":[{"id":"2411.16724","title":"Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens","created":"2024-11-23","cited_by_count":143,"area":"mllm"},{"id":"2408.02032","title":"Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models","created":"2024-08-04","cited_by_count":94,"area":"mllm"},{"id":"2406.12718","title":"Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention","created":"2024-06-18","cited_by_count":74,"area":"mllm"},{"id":"2405.17820","title":"Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models","created":"2024-05-28","cited_by_count":47,"area":"mllm"},{"id":"2412.13817","title":"Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection","created":"2024-12-18","cited_by_count":46,"area":"mllm"},{"id":"2505.16652","title":"Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding","created":"2025-05-22","cited_by_count":43,"area":"mllm"},{"id":"2411.15268","title":"ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models","created":"2024-11-22","cited_by_count":30,"area":"mllm"},{"id":"2501.01926","title":"Cross-Modal Attention Calibration for LVLM Hallucination Mitigation","created":"2025-01-03","cited_by_count":23,"area":"mllm"},{"id":"2405.19186","title":"MetaToken: Detecting Hallucination in Image Descriptions by Meta Classification","created":"2024-05-29","cited_by_count":13,"area":"mllm"},{"id":"2411.15839","title":"VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding","created":"2024-11-24","cited_by_count":12,"area":"mllm"},{"id":"2505.17529","title":"Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding","created":"2025-05-23","cited_by_count":12,"area":"mllm"},{"id":"2503.10602","title":"TruthPrInt: Mitigating Large Vision-Language Models Object Hallucination Via Latent Truthful-Guided Pre-Intervention","created":"2025-03-13","cited_by_count":11,"area":"mllm"},{"id":"2412.11050","title":"RAC3: Retrieval-Augmented Corner Case Comprehension for Autonomous Driving with Vision-Language Models","created":"2024-12-15","cited_by_count":8,"area":"mllm"},{"id":"2602.24041","title":"Look Carefully: Adaptive Visual Reinforcements in Multimodal Large Language Models for Hallucination Mitigation","created":"2026-02-27","cited_by_count":7,"area":"mllm"},{"id":"2404.10332","title":"Prescribing the Right Remedy: Mitigating Hallucinations in Large Vision-Language Models via Targeted Instruction Tuning","created":"2024-04-16","cited_by_count":6,"area":"mllm"},{"id":"2511.17254","title":"Intervene-All-Paths: Unified Mitigation of LVLM Hallucinations across Alignment Formats","created":"2025-11-21","cited_by_count":6,"area":"mllm"},{"id":"2512.01922","title":"Med-VCD: Mitigating Hallucination for Medical Large Vision Language Models through Visual Contrastive Decoding","created":"2025-12-01","cited_by_count":6,"area":"mllm"},{"id":"2503.20504","title":"UniVRSE: Unified Vision-conditioned Response Semantic Entropy for Hallucination Detection in Medical Vision-Language Models","created":"2025-03-26","cited_by_count":5,"area":"mllm"},{"id":"2412.02946","title":"Who Brings the Frisbee: Probing Hidden Hallucination Factors in Large Vision-Language Model via Causality Analysis","created":"2024-12-04","cited_by_count":4,"area":"mllm"},{"id":"2412.07518","title":"Hallucination Elimination and Semantic Enhancement Framework for Vision-Language Models in Traffic Scenarios","created":"2024-12-10","cited_by_count":4,"area":"mllm"},{"id":"2601.00659","title":"CRoPS: A Training-Free Hallucination Mitigation Framework for Vision-Language Models","created":"2026-01-02","cited_by_count":4,"area":"mllm"},{"id":"2603.19765","title":"FREAK: A Fine-grained Hallucination Evaluation Benchmark for Advanced MLLMs","created":"2026-03-20","cited_by_count":4,"area":"mllm"},{"id":"2605.24602","title":"Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory","created":"2026-05-23","cited_by_count":3,"area":"mllm"},{"id":"2503.04457","title":"TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction","created":"2025-03-06","cited_by_count":2,"area":"mllm"},{"id":"2508.10955","title":"Empowering Multimodal LLMs with External Tools: A Comprehensive Survey","created":"2025-08-14","cited_by_count":2,"area":"mllm"},{"id":"2601.18240","title":"V-Loop: Visual Logical Loop Verification for Hallucination Detection in Medical Visual Question Answering","created":"2026-01-26","cited_by_count":2,"area":"mllm"},{"id":"2504.12137","title":"Efficient Contrastive Decoding with Probabilistic Hallucination Detection - Mitigating Hallucinations in Large Vision Language Models -","created":"2025-04-16","cited_by_count":1,"area":"mllm"},{"id":"2506.21509","title":"Curing Semantic Drift: A Dynamic Approach to Grounding Generation in Large Vision-Language Models","created":"2025-06-26","cited_by_count":1,"area":"mllm"},{"id":"2603.24058","title":"Mitigating Object Hallucinations in LVLMs via Attention Imbalance Rectification","created":"2026-03-25","cited_by_count":1,"area":"mllm"},{"id":"2605.20772","title":"VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering","created":"2026-05-20","cited_by_count":1,"area":"mllm"},{"id":"2604.20696","title":"R-CoV: Region-Aware Chain-of-Verification for Alleviating Object Hallucinations in LVLMs","created":"2026-04-22","cited_by_count":0,"area":"mllm"},{"id":"2605.09443","title":"Through the Lens of Character: Resolving Modality-Role Interference in Multimodal Role-Playing Agent","created":"2026-05-10","cited_by_count":0,"area":"mllm"},{"id":"2608.11474","title":"Test-Time Hallucination Control in Large Vision-Language Models","created":"2026-08-11","cited_by_count":0,"area":"mllm"},{"id":"2608.12746","title":"Dual-Stream Cross-Anchor Correction Grounding Long-Form Captions and the Domain Limits of Object-Level Anchors","created":"2026-08-13","cited_by_count":0,"area":"mllm"},{"id":"2609.17269","title":"Semantic-Spatial Agreement Verification for Mitigating Object Hallucination in Multimodal Large Language Models","created":"2026-09-15","cited_by_count":0,"area":"mllm"}],"next_cursor":null}