From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence Paper • 2511.18538 • Published 15 days ago • 244
How Far Are We from Genuinely Useful Deep Research Agents? Paper • 2512.01948 • Published 7 days ago • 50
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents Paper • 2511.13593 • Published 21 days ago • 24
Towards Faithful and Controllable Personalization via Critique-Post-Edit Reinforcement Learning Paper • 2510.18849 • Published Oct 21 • 20
A^2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Paper • 2510.12838 • Published Oct 13 • 24
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published Oct 13 • 28
TIME: A Multi-level Benchmark for Temporal Reasoning of LLMs in Real-World Scenarios Paper • 2505.12891 • Published May 19 • 10
Towards Personalized Deep Research: Benchmarks and Evaluations Paper • 2509.25106 • Published Sep 29 • 29
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning Paper • 2509.07980 • Published Sep 9 • 101
Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions? Paper • 2509.04292 • Published Sep 4 • 57
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2 • 83
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2 • 225
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2 • 124
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published Aug 24 • 80
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published Aug 24 • 80
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Paper • 2508.13186 • Published Aug 14 • 18
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Paper • 2508.11987 • Published Aug 16 • 71
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL Paper • 2508.13167 • Published Aug 6 • 129
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL Paper • 2508.13167 • Published Aug 6 • 129 • 8