{"total":36,"rows":[{"id":"2410.17637","title":"MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models","created":"2024-10-23","cited_by_count":34,"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":"2507.12455","title":"Mitigating Object Hallucinations via Sentence-Level Early Intervention","created":"2025-07-16","cited_by_count":28,"area":"mllm"},{"id":"2503.13792","title":"Identifying and Mitigating Position Bias of Multi-image Vision-Language Models","created":"2025-03-18","cited_by_count":25,"area":"mllm"},{"id":"2411.10436","title":"Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization","created":"2024-11-15","cited_by_count":20,"area":"mllm"},{"id":"2504.05810","title":"PaMi-VDPO: Mitigating Video Hallucinations by Prompt-Aware Multi-Instance Video Preference Learning","created":"2025-04-08","cited_by_count":17,"area":"mllm"},{"id":"2506.11712","title":"Mitigating Hallucination Through Theory-Consistent Symmetric Multimodal Preference Optimization","created":"2025-06-13","cited_by_count":14,"area":"mllm"},{"id":"2503.14504","title":"Aligning Multimodal LLM with Human Preference: A Survey","created":"2025-03-18","cited_by_count":13,"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":"2503.10183","title":"Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM Decoding","created":"2025-03-13","cited_by_count":10,"area":"mllm"},{"id":"2411.17760","title":"Efficient Self-Improvement in Multimodal Large Language Models: A Model-Level Judge-Free Approach","created":"2024-11-26","cited_by_count":9,"area":"mllm"},{"id":"2601.07812","title":"More Images, More Problems? A Controlled Analysis of VLM Failure Modes","created":"2026-01-12","cited_by_count":9,"area":"mllm"},{"id":"2504.01735","title":"AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization","created":"2025-04-02","cited_by_count":8,"area":"mllm"},{"id":"2506.07963","title":"SUDER: Self-Improving Unified Large Multimodal Models for Understanding and Generation with Dual Self-Rewards","created":"2025-06-09","cited_by_count":8,"area":"mllm"},{"id":"2508.03164","title":"ChartCap: Mitigating Hallucination of Dense Chart Captioning","created":"2025-08-05","cited_by_count":7,"area":"mllm"},{"id":"2510.16596","title":"SHIELD: Suppressing Hallucinations In LVLM Encoders via Bias and Vulnerability Defense","created":"2025-10-18","cited_by_count":7,"area":"mllm"},{"id":"2412.17417","title":"Synth-Align: Improving Trustworthiness in Vision-Language Model with Synthetic Preference Data Alignment","created":"2024-12-23","cited_by_count":6,"area":"mllm"},{"id":"2510.02665","title":"Self-Improvement in Multimodal Large Language Models: A Survey","created":"2025-10-03","cited_by_count":6,"area":"mllm"},{"id":"2509.11287","title":"Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations","created":"2025-09-14","cited_by_count":5,"area":"mllm"},{"id":"2510.14374","title":"Spatial Preference Rewarding for MLLMs Spatial Understanding","created":"2025-10-16","cited_by_count":3,"area":"mllm"},{"id":"2601.00623","title":"DA-DPO: Cost-efficient Difficulty-aware Preference Optimization for Reducing MLLM Hallucinations","created":"2026-01-02","cited_by_count":3,"area":"mllm"},{"id":"2505.15963","title":"OViP: Online Vision-Language Preference Learning for VLM Hallucination","created":"2025-05-21","cited_by_count":2,"area":"mllm"},{"id":"2505.22396","title":"Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs","created":"2025-05-28","cited_by_count":2,"area":"mllm"},{"id":"2507.07731","title":"Energy-Guided Decoding for Object Hallucination Mitigation","created":"2025-07-10","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":"2604.17982","title":"Mitigating Multimodal Hallucination via Phase-wise Self-reward","created":"2026-04-20","cited_by_count":2,"area":"mllm"},{"id":"2606.31054","title":"ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs","created":"2026-06-30","cited_by_count":2,"area":"mllm"},{"id":"2503.20309","title":"Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs","created":"2025-03-26","cited_by_count":1,"area":"mllm"},{"id":"2601.17918","title":"Benchmarking Direct Preference Optimization for Medical Large Vision-Language Models","created":"2026-01-25","cited_by_count":1,"area":"mllm"},{"id":"2604.24395","title":"Aligning with Your Own Voice: Self-Corrected Preference Learning for Hallucination Mitigation in LVLMs","created":"2026-04-27","cited_by_count":1,"area":"mllm"},{"id":"2604.26419","title":"Delineating Knowledge Boundaries for Honest Large Vision-Language Models","created":"2026-04-29","cited_by_count":1,"area":"mllm"},{"id":"2507.21584","title":"TARS: MinMax Token-Adaptive Preference Strategy for Hallucination Reduction in MLLMs","created":"2025-07-29","cited_by_count":0,"area":"mllm"},{"id":"2602.01769","title":"IRIS: Implicit Reward-Guided Internal Sifting for Mitigating Multimodal Hallucination","created":"2026-02-02","cited_by_count":0,"area":"mllm"},{"id":"2604.07914","title":"Mitigating Entangled Steering in Large Vision-Language Models for Hallucination Reduction","created":"2026-04-09","cited_by_count":0,"area":"mllm"},{"id":"2608.12158","title":"Context Blindness in DPO: Mitigating Object Hallucination in MLLMs via Context-Calibrated Preference Optimization","created":"2026-08-12","cited_by_count":0,"area":"mllm"}],"next_cursor":null}