{"total":40,"rows":[{"id":"2501.09695","title":"Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key","created":"2025-01-16","cited_by_count":65,"area":"mllm"},{"id":"2501.01346","title":"Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability","created":"2025-01-02","cited_by_count":28,"area":"mllm"},{"id":"2502.01419","title":"Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models","created":"2025-02-03","cited_by_count":22,"area":"mllm"},{"id":"2505.16411","title":"Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression","created":"2025-05-22","cited_by_count":21,"area":"mllm"},{"id":"2503.07772","title":"Hallucinatory Image Tokens: A Training-free EAZY Approach on Detecting and Mitigating Object Hallucinations in LVLMs","created":"2025-03-10","cited_by_count":15,"area":"mllm"},{"id":"2509.21789","title":"Visual Multi-Agent System: Mitigating Hallucination Snowballing via Visual Flow","created":"2025-09-26","cited_by_count":13,"area":"mllm"},{"id":"2507.09184","title":"MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models","created":"2025-07-12","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":"2508.19972","title":"GLSim: Detecting Object Hallucinations in LVLMs via Global-Local Similarity","created":"2025-08-27","cited_by_count":11,"area":"mllm"},{"id":"2503.02157","title":"MedHEval: Benchmarking Hallucinations and Mitigation Strategies in Medical Large Vision-Language Models","created":"2025-03-04","cited_by_count":10,"area":"mllm"},{"id":"2503.08216","title":"Attention Hijackers: Detect and Disentangle Attention Hijacking in LVLMs for Hallucination Mitigation","created":"2025-03-11","cited_by_count":9,"area":"mllm"},{"id":"2601.20279","title":"Hallucination Begins Where Saliency Drops","created":"2026-01-28","cited_by_count":9,"area":"mllm"},{"id":"2506.09522","title":"Revisit What You See: Revealing Visual Semantics in Vision Tokens to Guide LVLM Decoding","created":"2025-06-11","cited_by_count":4,"area":"mllm"},{"id":"2508.01678","title":"Cure or Poison? Embedding Instructions Visually Alters Hallucination in Vision-Language Models","created":"2025-08-03","cited_by_count":4,"area":"mllm"},{"id":"2509.07864","title":"Tracing and Mitigating Hallucinations in Multimodal LLMs via Dynamic Attention Localization","created":"2025-09-09","cited_by_count":4,"area":"mllm"},{"id":"2510.03903","title":"Zero-Shot Fine-Grained Image Classification Using Large Vision-Language Models","created":"2025-10-04","cited_by_count":4,"area":"mllm"},{"id":"2608.07302","title":"Same Attention, Different Truths: Put Logit-Lens over Visual Attention to Detect and Mitigate LVLM Object Hallucination","created":"2026-08-07","cited_by_count":4,"area":"mllm"},{"id":"2505.18503","title":"Focus on What Matters: Enhancing Medical Vision-Language Models with Automatic Attention Alignment Tuning","created":"2025-05-24","cited_by_count":3,"area":"mllm"},{"id":"2506.23590","title":"CAI: Caption-Sensitive Attention Intervention for Mitigating Object Hallucination in Large Vision-Language Models","created":"2025-06-30","cited_by_count":3,"area":"mllm"},{"id":"2512.12089","title":"VEGAS: Mitigating Hallucinations in Large Vision-Language Models via Vision-Encoder Attention Guided Adaptive Steering","created":"2025-12-12","cited_by_count":3,"area":"mllm"},{"id":"2607.05978","title":"Propose and Attend: Training-free MLLM Grounding Confidence via Multi-Token Localized Attention","created":"2026-07-07","cited_by_count":2,"area":"mllm"},{"id":"2508.01653","title":"MAP: Mitigating Hallucinations in Large Vision-Language Models with Map-Level Attention Processing","created":"2025-08-03","cited_by_count":1,"area":"mllm"},{"id":"2509.13836","title":"Diving into Mitigating Hallucinations from a Vision Perspective for Large Vision-Language Models","created":"2025-09-17","cited_by_count":1,"area":"mllm"},{"id":"2511.11502","title":"PAS : Prelim Attention Score for Detecting Object Hallucinations in Large Vision--Language Models","created":"2025-11-14","cited_by_count":1,"area":"mllm"},{"id":"2512.18554","title":"Enhancing Medical Large Vision-Language Models via Alignment Distillation","created":"2025-12-21","cited_by_count":1,"area":"mllm"},{"id":"2602.09825","title":"SAKED: Mitigating Hallucination in Large Vision-Language Models via Stability-Aware Knowledge Enhanced Decoding","created":"2026-02-10","cited_by_count":1,"area":"mllm"},{"id":"2605.12258","title":"Instruction Lens Score: Your Instruction Contributes a Powerful Object Hallucination Detector for Multimodal Large Language Models","created":"2026-05-12","cited_by_count":1,"area":"mllm"},{"id":"2503.18556","title":"Instruction-Aligned Visual Attention for Mitigating Hallucinations in Large Vision-Language Models","created":"2025-03-24","cited_by_count":0,"area":"mllm"},{"id":"2601.12430","title":"System-Mediated Attention Imbalances Make Vision-Language Models Say Yes","created":"2026-01-18","cited_by_count":0,"area":"mllm"},{"id":"2603.16558","title":"Segmentation-Based Attention Entropy: Detecting and Mitigating Object Hallucinations in Large Vision-Language Models","created":"2026-03-17","cited_by_count":0,"area":"mllm"},{"id":"2603.23934","title":"Revealing Multi-View Hallucination in Large Vision-Language Models","created":"2026-03-25","cited_by_count":0,"area":"mllm"},{"id":"2605.04641","title":"CAST: Mitigating Object Hallucination in Large Vision-Language Models via Caption-Guided Visual Attention Steering","created":"2026-05-06","cited_by_count":0,"area":"mllm"},{"id":"2605.04874","title":"Uncertainty-Aware Exploratory Direct Preference Optimization for Multimodal Large Language Models","created":"2026-05-06","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":"2605.29881","title":"Mitigating Hallucination in Vision-Language Models through Barrier-Regulated Adaptive Closed-form Steering","created":"2026-05-28","cited_by_count":0,"area":"mllm"},{"id":"2606.11792","title":"MultiToP: Learning to Patch Visual Tokens to Mitigate Hallucinations in Video Large Multimodal Models","created":"2026-06-10","cited_by_count":0,"area":"mllm"},{"id":"2608.11024","title":"When Visual Signals Mislead: A Mechanistic Study of Attribute Hallucination in Vision-Language Models","created":"2026-08-11","cited_by_count":0,"area":"mllm"},{"id":"2608.19075","title":"ReWEIGH the Evidence: Calibrating Token-Level Ordinal Visual Evidence to Mitigate Hallucinations in Large Vision-Language Models","created":"2026-08-19","cited_by_count":0,"area":"mllm"},{"id":"2608.30480","title":"VisER: Visual Evidence and Reliance for Object Hallucination Detection in LVLMs","created":"2026-08-31","cited_by_count":0,"area":"mllm"},{"id":"2609.35294","title":"Beyond Saying Less: Fine-Grained Alignment for Informative and Faithful Vision-Language Models","created":"2026-09-28","cited_by_count":0,"area":"mllm"}],"next_cursor":null}