[ICLR2026] This is the first paper to explore how to effectively use R1-like RL for MLLMs and introduce Vision-R1, a reasoning MLLM that leverages cold-start initialization and RL training to incentivize reasoning capability.
☆767Jan 26, 2026Updated last month
Alternatives and similar repositories for Vision-R1
Users that are interested in Vision-R1 are comparing it to the libraries listed below
Sorting:
- R1-onevision, a visual language model capable of deep CoT reasoning.☆575Apr 13, 2025Updated 10 months ago
- MM-EUREKA: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning☆769Sep 7, 2025Updated 5 months ago
- Official repository of 'Visual-RFT: Visual Reinforcement Fine-Tuning' & 'Visual-ARFT: Visual Agentic Reinforcement Fine-Tuning'’☆2,320Oct 29, 2025Updated 4 months ago
- A fork to add multimodal model training to open-r1☆1,484Feb 8, 2025Updated last year
- Extend OpenRLHF to support LMM RL training for reproduction of DeepSeek-R1 on multimodal tasks.☆840May 14, 2025Updated 9 months ago
- Explore the Multimodal “Aha Moment” on 2B Model☆623Mar 18, 2025Updated 11 months ago
- Solve Visual Understanding with Reinforced VLMs☆5,845Oct 21, 2025Updated 4 months ago
- MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources☆216Sep 26, 2025Updated 5 months ago
- EasyR1: An Efficient, Scalable, Multi-Modality RL Training Framework based on veRL☆4,621Feb 10, 2026Updated 2 weeks ago
- Witness the aha moment of VLM with less than $3.☆4,032May 19, 2025Updated 9 months ago
- Video-R1: Reinforcing Video Reasoning in MLLMs [🔥the first paper to explore R1 for video]☆820Dec 14, 2025Updated 2 months ago
- ✨First Open-Source R1-like Video-LLM [2025/02/18]☆381Feb 23, 2025Updated last year
- This repository provides valuable reference for researchers in the field of multimodality, please start your exploratory travel in RL-bas…☆1,351Dec 7, 2025Updated 2 months ago
- Official implementation of UnifiedReward & [NeurIPS 2025] UnifiedReward-Think & UnifiedReward-Flex☆706Feb 10, 2026Updated 2 weeks ago
- MM-Eureka V0 also called R1-Multimodal-Journey, Latest version is in MM-Eureka☆324Jun 21, 2025Updated 8 months ago
- [TMLR 25] SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models☆149Oct 10, 2025Updated 4 months ago
- MME-CoT: Benchmarking Chain-of-Thought in LMMs for Reasoning Quality, Robustness, and Efficiency☆136Aug 5, 2025Updated 6 months ago
- Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks☆3,845Updated this week
- [Neurips'24 Spotlight] Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought …☆426Dec 22, 2024Updated last year
- The official code of "VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning" [NeurIPS25]☆182Jun 5, 2025Updated 8 months ago
- Kimi-VL: Mixture-of-Experts Vision-Language Model for Multimodal Reasoning, Long-Context Understanding, and Strong Agent Capabilities☆1,163Jul 15, 2025Updated 7 months ago
- ☆1,129Nov 20, 2025Updated 3 months ago
- R1-Vision: Let's first take a look at the image☆48Feb 16, 2025Updated last year
- Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey☆956Nov 14, 2025Updated 3 months ago
- [ICLR & NeurIPS 2025] Repository for Show-o series, One Single Transformer to Unify Multimodal Understanding and Generation.☆1,875Jan 8, 2026Updated last month
- Seed1.5-VL, a vision-language foundation model designed to advance general-purpose multimodal understanding and reasoning, achieving stat…☆1,548Jun 14, 2025Updated 8 months ago
- [NeurIPS 2025 Spotlight] Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning☆80Sep 19, 2025Updated 5 months ago
- [CVPR2025 Highlight] Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models☆233Nov 7, 2025Updated 3 months ago
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆104Sep 18, 2025Updated 5 months ago
- Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency☆60Jun 6, 2025Updated 8 months ago
- [ICCV 2025] LLaVA-CoT, a visual language model capable of spontaneous, systematic reasoning☆2,125Dec 12, 2025Updated 2 months ago
- OpenThinkIMG is an end-to-end open-source framework that empowers LVLMs to think with images.☆352Jun 1, 2025Updated 8 months ago
- ☆4,566Sep 14, 2025Updated 5 months ago
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆305Sep 11, 2024Updated last year
- A RLHF Infrastructure for Vision-Language Models☆196Nov 15, 2024Updated last year
- R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization☆455Dec 16, 2025Updated 2 months ago
- verl: Volcano Engine Reinforcement Learning for LLMs☆19,339Updated this week
- [ACL 2025 🔥] Rethinking Step-by-step Visual Reasoning in LLMs☆310May 21, 2025Updated 9 months ago
- ☆107Jun 10, 2025Updated 8 months ago