[EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.
☆86Nov 10, 2024Updated last year
Alternatives and similar repositories for mDPO
Users that are interested in mDPO are comparing it to the libraries listed below
Sorting:
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆100Jan 30, 2024Updated 2 years ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆86Oct 26, 2025Updated 4 months ago
- Code for paper "Unraveling Cross-Modality Knowledge Conflicts in Large Vision-Language Models."☆52Oct 19, 2024Updated last year
- Preference Learning for LLaVA☆59Nov 9, 2024Updated last year
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆60Aug 23, 2024Updated last year
- A RLHF Infrastructure for Vision-Language Models☆196Nov 15, 2024Updated last year
- [ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model☆47Nov 10, 2024Updated last year
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆61Jul 16, 2024Updated last year
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing their…☆20Jan 11, 2026Updated last month
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆91Apr 30, 2024Updated last year
- [NeurIPS 2024] Official Repository of Multi-Object Hallucination in Vision-Language Models☆34Nov 13, 2024Updated last year
- Code and models for EMNLP 2024 paper "WPO: Enhancing RLHF with Weighted Preference Optimization"☆41Sep 24, 2024Updated last year
- Code and data for paper "Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation".☆23Oct 22, 2025Updated 4 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- ☆13Jun 11, 2024Updated last year
- Official implement of MIA-DPO☆70Jan 23, 2025Updated last year
- ☆46Dec 30, 2024Updated last year
- (CVPR 2025) PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction☆142Mar 6, 2025Updated 11 months ago
- [Neurips'24 Spotlight] Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought …☆430Dec 22, 2024Updated last year
- [NeurIPS2024] Repo for the paper `ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language Models'☆204Jul 17, 2025Updated 7 months ago
- ☆27Dec 29, 2023Updated 2 years ago
- [MM2024, oral] "Self-Supervised Visual Preference Alignment" https://arxiv.org/abs/2404.10501☆61Jul 26, 2024Updated last year
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆69May 31, 2024Updated last year
- The first spoken long-text dataset derived from live streams, designed to reflect the redundancy-rich and conversational nature of real-w…☆12Jun 28, 2025Updated 8 months ago
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆52Jul 11, 2025Updated 7 months ago
- [CVPR 2024] Official Code for the Paper "Compositional Chain-of-Thought Prompting for Large Multimodal Models"☆145Jun 20, 2024Updated last year
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆136Sep 11, 2025Updated 5 months ago
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆164Nov 6, 2024Updated last year
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆307Sep 11, 2024Updated last year
- 【NeurIPS 2024】Dense Connector for MLLMs☆181Oct 14, 2024Updated last year
- CLIP-MoE: Mixture of Experts for CLIP☆55Oct 10, 2024Updated last year
- An LLM-free Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation☆155Jan 15, 2024Updated 2 years ago
- ☆26Jul 10, 2025Updated 7 months ago
- [CVPR'25 highlight] RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness☆445May 14, 2025Updated 9 months ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Apr 30, 2024Updated last year
- [NeurIPS 2025] Official repository for “FlowCut: Rethinking Redundancy via Information Flow for Efficient Vision-Language Models”☆28Dec 9, 2025Updated 2 months ago
- [ICLR 2025] Mathematical Visual Instruction Tuning for Multi-modal Large Language Models☆152Dec 5, 2024Updated last year
- Code for "AVG-LLaVA: A Multimodal Large Model with Adaptive Visual Granularity"☆33Oct 12, 2024Updated last year
- iLLaVA: An Image is Worth Fewer Than 1/3 Input Tokens in Large Multimodal Models☆21Jan 29, 2025Updated last year