TriAttention: Efficient Long Reasoning with Trigonometric KV Compression Paper • 2604.04921 • Published 3 days ago • 83
AgentVista: Evaluating Multimodal Agents in Ultra-Challenging Realistic Visual Scenarios Paper • 2602.23166 • Published Feb 26 • 45
Dr. MAS: Stable Reinforcement Learning for Multi-Agent LLM Systems Paper • 2602.08847 • Published Feb 9 • 29
LOCA-bench: Benchmarking Language Agents Under Controllable and Extreme Context Growth Paper • 2602.07962 • Published Feb 8 • 24
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization Paper • 2601.05242 • Published Jan 8 • 230
SWE-RM: Execution-free Feedback For Software Engineering Agents Paper • 2512.21919 • Published Dec 26, 2025 • 10
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence Paper • 2511.18538 • Published Nov 23, 2025 • 303
Think-at-Hard: Selective Latent Iterations to Improve Reasoning Language Models Paper • 2511.08577 • Published Nov 11, 2025 • 110
Scaling Latent Reasoning via Looped Language Models Paper • 2510.25741 • Published Oct 29, 2025 • 229
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29, 2025 • 46
DeepAgent: A General Reasoning Agent with Scalable Toolsets Paper • 2510.21618 • Published Oct 24, 2025 • 103
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning Paper • 2510.15444 • Published Oct 17, 2025 • 151
Random Policy Valuation is Enough for LLM Reasoning with Verifiable Rewards Paper • 2509.24981 • Published Sep 29, 2025 • 29
ScaleCUA: Scaling Open-Source Computer Use Agents with Cross-Platform Data Paper • 2509.15221 • Published Sep 18, 2025 • 111
A Survey of Reinforcement Learning for Large Reasoning Models Paper • 2509.08827 • Published Sep 10, 2025 • 193
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Paper • 2509.07969 • Published Sep 9, 2025 • 59
WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents Paper • 2509.06501 • Published Sep 8, 2025 • 82
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2, 2025 • 84