Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
Paper
• 2505.15966 • Published
• 53
Vision Reasoning
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GRIT: Teaching MLLMs to Think with Images
Paper • 2505.15879 • Published • 13 -
Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models
Paper • 2505.16854 • Published • 11 -
VLM-R^3: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought
Paper • 2505.16192 • Published • 12 -
Omni-R1: Reinforcement Learning for Omnimodal Reasoning via Two-System Collaboration
Paper • 2505.20256 • Published • 19 -
InstructPart: Task-Oriented Part Segmentation with Instruction Reasoning
Paper • 2505.18291 • Published • 2 -
Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning
Paper • 2506.13654 • Published • 43 -
VGR: Visual Grounded Reasoning
Paper • 2506.11991 • Published • 20 -
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning
Paper • 2506.16141 • Published • 27 -
MiCo: Multi-image Contrast for Reinforcement Visual Reasoning
Paper • 2506.22434 • Published • 10 -
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning
Paper • 2507.01006 • Published • 251 -
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
Paper • 2506.23918 • Published • 90 -
Scaling RL to Long Videos
Paper • 2507.07966 • Published • 160 -
Traceable Evidence Enhanced Visual Grounded Reasoning: Evaluation and Methodology
Paper • 2507.07999 • Published • 50 -
RoboBrain 2.0 Technical Report
Paper • 2507.02029 • Published • 35 -
Open Vision Reasoner: Transferring Linguistic Cognitive Behavior for Visual Reasoning
Paper • 2507.05255 • Published • 75 -
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning
Paper • 2507.13348 • Published • 79 -
Reinforcement Learning in Vision: A Survey
Paper • 2508.08189 • Published • 30 -
STEP3-VL-10B Technical Report
Paper • 2601.09668 • Published • 193 -
HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding
Paper • 2601.14724 • Published • 74