SWE-RM: Execution-free Feedback For Software Engineering Agents Paper • 2512.21919 • Published 9 days ago • 8
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence Paper • 2511.18538 • Published Nov 23, 2025 • 282
Think-at-Hard: Selective Latent Iterations to Improve Reasoning Language Models Paper • 2511.08577 • Published Nov 11, 2025 • 105
Scaling Latent Reasoning via Looped Language Models Paper • 2510.25741 • Published Oct 29, 2025 • 221
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29, 2025 • 45
DeepAgent: A General Reasoning Agent with Scalable Toolsets Paper • 2510.21618 • Published Oct 24, 2025 • 99
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning Paper • 2510.15444 • Published Oct 17, 2025 • 147
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 • 190
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Paper • 2509.07969 • Published Sep 9, 2025 • 58
WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents Paper • 2509.06501 • Published Sep 8, 2025 • 79
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2, 2025 • 83
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2, 2025 • 228
MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers Paper • 2508.14704 • Published Aug 20, 2025 • 43
Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR Paper • 2508.14029 • Published Aug 19, 2025 • 118
Speed Always Wins: A Survey on Efficient Architectures for Large Language Models Paper • 2508.09834 • Published Aug 13, 2025 • 53