CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution Paper • 2603.17775 • Published 16 days ago • 2
Code-A1: Adversarial Evolving of Code LLM and Test LLM via Reinforcement Learning Paper • 2603.15611 • Published 18 days ago • 10
Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models Paper • 2602.12036 • Published Feb 12 • 93
InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning Paper • 2602.06960 • Published Feb 6 • 14
Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Model Paper • 2510.18855 • Published Oct 21, 2025 • 73
SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models Paper • 2510.08531 • Published Oct 9, 2025 • 12
Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners Paper • 2509.26226 • Published Sep 30, 2025 • 34
GSM8K-V: Can Vision Language Models Solve Grade School Math Word Problems in Visual Contexts Paper • 2509.25160 • Published Sep 29, 2025 • 32
EasySteer: A Unified Framework for High-Performance and Extensible LLM Steering Paper • 2509.25175 • Published Sep 29, 2025 • 31
UI-S1: Advancing GUI Automation via Semi-online Reinforcement Learning Paper • 2509.11543 • Published Sep 15, 2025 • 50
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning Paper • 2409.12929 • Published Sep 19, 2024 • 2
Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language Models Paper • 2508.09138 • Published Aug 12, 2025 • 37
Cooper: Co-Optimizing Policy and Reward Models in Reinforcement Learning for Large Language Models Paper • 2508.05613 • Published Aug 7, 2025 • 17
Test-Time Reinforcement Learning for GUI Grounding via Region Consistency Paper • 2508.05615 • Published Aug 7, 2025 • 22
OmniEAR: Benchmarking Agent Reasoning in Embodied Tasks Paper • 2508.05614 • Published Aug 7, 2025 • 20
MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task Paper • 2502.11684 • Published Feb 17, 2025 • 2
Hierarchical Budget Policy Optimization for Adaptive Reasoning Paper • 2507.15844 • Published Jul 21, 2025 • 17
GUI-G^2: Gaussian Reward Modeling for GUI Grounding Paper • 2507.15846 • Published Jul 21, 2025 • 135
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization Paper • 2507.15758 • Published Jul 21, 2025 • 35