findalexli / mllm-dpoLinks
[ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model
☆48Updated last year
Alternatives and similar repositories for mllm-dpo
Users that are interested in mllm-dpo are comparing it to the libraries listed below
Sorting:
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆99Updated last year
- ☆46Updated last year
- ☆109Updated last year
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆84Updated 2 months ago
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆84Updated last year
- The codebase for our EMNLP24 paper: Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Mo…☆85Updated 11 months ago
- DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding☆66Updated 7 months ago
- Preference Learning for LLaVA☆58Updated last year
- [NeurIPS'24] Official PyTorch Implementation of Seeing the Image: Prioritizing Visual Correlation by Contrastive Alignment☆59Updated last year
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆59Updated last year
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆91Updated last year
- ☆92Updated 2 years ago
- Official implement of MIA-DPO☆70Updated 11 months ago
- HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data (Accepted by CVPR 2024)☆51Updated last year
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆69Updated last year
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆82Updated 10 months ago
- [SCIS 2024] The official implementation of the paper "MMInstruct: A High-Quality Multi-Modal Instruction Tuning Dataset with Extensive Di…☆61Updated last year
- [TMLR 25] SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models☆146Updated 3 months ago
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆58Updated last year
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models☆75Updated 6 months ago
- [NeurIPS 2025] Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO☆73Updated 2 months ago
- [NeurIPS2024] Official code for (IMA) Implicit Multimodal Alignment: On the Generalization of Frozen LLMs to Multimodal Inputs☆23Updated last year
- ☆101Updated 2 years ago
- VideoNIAH: A Flexible Synthetic Method for Benchmarking Video MLLMs☆53Updated 10 months ago
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)☆86Updated 3 months ago
- Official repo for "PAPO: Perception-Aware Policy Optimization for Multimodal Reasoning"☆110Updated last month
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆102Updated 3 months ago
- [MM2024, oral] "Self-Supervised Visual Preference Alignment" https://arxiv.org/abs/2404.10501☆61Updated last year
- HallE-Control: Controlling Object Hallucination in LMMs☆31Updated last year
- VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models☆77Updated last year