[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.
☆1,125Mar 20, 2026Updated 3 weeks ago
Alternatives and similar repositories for Vision-R1
Users that are interested in Vision-R1 are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- R1-onevision, a visual language model capable of deep CoT reasoning.☆578Apr 13, 2025Updated 11 months ago
- MM-EUREKA: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning☆773Sep 7, 2025Updated 7 months ago
- Official repository of 'Visual-RFT: Visual Reinforcement Fine-Tuning' & 'Visual-ARFT: Visual Agentic Reinforcement Fine-Tuning'’☆2,305Oct 29, 2025Updated 5 months ago
- Explore the Multimodal “Aha Moment” on 2B Model☆622Mar 18, 2025Updated last year
- A fork to add multimodal model training to open-r1☆1,520Feb 8, 2025Updated last year
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Extend OpenRLHF to support LMM RL training for reproduction of DeepSeek-R1 on multimodal tasks.☆845May 14, 2025Updated 10 months ago
- Solve Visual Understanding with Reinforced VLMs☆5,925Mar 12, 2026Updated 3 weeks ago
- [CVPR 2026] MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources☆219Sep 26, 2025Updated 6 months ago
- EasyR1: An Efficient, Scalable, Multi-Modality RL Training Framework based on veRL☆4,801Mar 26, 2026Updated 2 weeks ago
- Witness the aha moment of VLM with less than $3.☆4,045May 19, 2025Updated 10 months ago
- Video-R1: Reinforcing Video Reasoning in MLLMs [🔥the first paper to explore R1 for video]☆843Dec 14, 2025Updated 3 months ago
- This repository provides valuable reference for researchers in the field of multimodality, please start your exploratory travel in RL-bas…☆1,392Feb 26, 2026Updated last month
- ✨First Open-Source R1-like Video-LLM [2025/02/18]☆382Feb 23, 2025Updated last year
- [TMLR 25] SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models☆148Oct 10, 2025Updated 6 months ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- MM-Eureka V0 also called R1-Multimodal-Journey, Latest version is in MM-Eureka☆325Jun 21, 2025Updated 9 months ago
- The official code of "VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning" [NeurIPS25]☆187Jun 5, 2025Updated 10 months ago
- Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks☆4,013Updated this week
- Official implementation of UnifiedReward & [NeurIPS 2025] UnifiedReward-Think & UnifiedReward-Flex☆754Mar 19, 2026Updated 3 weeks ago
- [Neurips'24 Spotlight] Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought …☆440Dec 22, 2024Updated last year
- MME-CoT: Benchmarking Chain-of-Thought in LMMs for Reasoning Quality, Robustness, and Efficiency☆138Aug 5, 2025Updated 8 months ago
- Kimi-VL: Mixture-of-Experts Vision-Language Model for Multimodal Reasoning, Long-Context Understanding, and Strong Agent Capabilities☆1,174Jul 15, 2025Updated 8 months ago
- ☆1,181Nov 20, 2025Updated 4 months ago
- Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey☆971Nov 14, 2025Updated 4 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- R1-Vision: Let's first take a look at the image☆48Feb 16, 2025Updated last year
- [ICLR & NeurIPS 2025] Repository for Show-o series, One Single Transformer to Unify Multimodal Understanding and Generation.☆1,909Jan 8, 2026Updated 3 months ago
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆110Sep 18, 2025Updated 6 months ago
- [ICCV 2025] LLaVA-CoT, a visual language model capable of spontaneous, systematic reasoning☆2,131Dec 12, 2025Updated 3 months ago
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆306Sep 11, 2024Updated last year
- Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency☆62Jun 6, 2025Updated 10 months ago
- [CVPR2025 Highlight] Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models☆239Nov 7, 2025Updated 5 months ago
- [NeurIPS 2025 Spotlight] Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning☆83Sep 19, 2025Updated 6 months ago
- Seed1.5-VL, a vision-language foundation model designed to advance general-purpose multimodal understanding and reasoning, achieving stat…☆1,567Jun 14, 2025Updated 9 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization☆430Dec 16, 2025Updated 3 months ago
- OpenThinkIMG is an end-to-end open-source framework that empowers LVLMs to think with images.☆359Jun 1, 2025Updated 10 months ago
- ☆4,624Sep 14, 2025Updated 6 months ago
- An Easy-to-use, Scalable and High-performance RLHF Framework designed for Multimodal Models.☆162Jan 5, 2026Updated 3 months ago
- ☆108Jun 10, 2025Updated 9 months ago
- Interleaving Reasoning: Next-Generation Reasoning Systems for AGI☆267Oct 17, 2025Updated 5 months ago
- A RLHF Infrastructure for Vision-Language Models☆198Nov 15, 2024Updated last year