findalexli / mllm-dpoLinks
[ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model
☆47Updated 10 months ago
Alternatives and similar repositories for mllm-dpo
Users that are interested in mllm-dpo are comparing it to the libraries listed below
Sorting:
- Preference Learning for LLaVA☆51Updated 10 months ago
- ☆91Updated 8 months ago
- DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding☆66Updated 3 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆93Updated last year
- [SCIS 2024] The official implementation of the paper "MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Di…☆57Updated 10 months ago
- The codebase for our EMNLP24 paper: Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Mo…☆83Updated 8 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆80Updated last year
- ☆45Updated 9 months ago
- [NeurIPS'24] Official PyTorch Implementation of Seeing the Image: Prioritizing Visual Correlation by Contrastive Alignment☆57Updated last year
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆81Updated 10 months ago
- VideoNIAH: A Flexible Synthetic Method for Benchmarking Video MLLMs☆48Updated 6 months ago
- Official implement of MIA-DPO☆66Updated 8 months ago
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆59Updated last year
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)☆74Updated last week
- ☆91Updated last year
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆91Updated 2 weeks ago
- [ArXiv] V2PE: Improving Multimodal Long-Context Capability of Vision-Language Models with Variable Visual Position Encoding☆57Updated 9 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆55Updated 11 months ago
- [NeurIPS2024] Official code for (IMA) Implicit Multimodal Alignment: On the Generalization of Frozen LLMs to Multimodal Inputs☆21Updated 11 months ago
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models☆71Updated 2 months ago
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆82Updated 7 months ago
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆70Updated last year
- [EMNLP'23] The official GitHub page for ''Evaluating Object Hallucination in Large Vision-Language Models''☆94Updated last month
- VideoHallucer, The first comprehensive benchmark for hallucination detection in large video-language models (LVLMs)☆37Updated 6 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆48Updated last year
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆88Updated last year
- Official repo for "PAPO: Perception-Aware Policy Optimization for Multimodal Reasoning"☆85Updated last month
- Multimodal RewardBench☆51Updated 7 months ago
- VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models☆73Updated last year
- ☆100Updated last year