MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization Paper • 2510.08540 • Published Oct 9, 2025 • 109
AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning Paper • 2505.24298 • Published May 30, 2025 • 28
Chain-of-Focus: Adaptive Visual Search and Zooming for Multimodal Reasoning via RL Paper • 2505.15436 • Published May 21, 2025 • 2
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning Paper • 2505.14362 • Published May 20, 2025 • 3
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding Paper • 2503.12797 • Published Mar 17, 2025 • 32
Migician: Revealing the Magic of Free-Form Multi-Image Grounding in Multimodal Large Language Models Paper • 2501.05767 • Published Jan 10, 2025 • 29