From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence Paper • 2511.18538 • Published Nov 23, 2025 • 282
How Far Are We from Genuinely Useful Deep Research Agents? Paper • 2512.01948 • Published Dec 1, 2025 • 54
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents Paper • 2511.13593 • Published Nov 17, 2025 • 25
Towards Faithful and Controllable Personalization via Critique-Post-Edit Reinforcement Learning Paper • 2510.18849 • Published Oct 21, 2025 • 20
A^2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Paper • 2510.12838 • Published Oct 13, 2025 • 24
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published Oct 13, 2025 • 29
TIME: A Multi-level Benchmark for Temporal Reasoning of LLMs in Real-World Scenarios Paper • 2505.12891 • Published May 19, 2025 • 10
Towards Personalized Deep Research: Benchmarks and Evaluations Paper • 2509.25106 • Published Sep 29, 2025 • 29
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning Paper • 2509.07980 • Published Sep 9, 2025 • 101
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 150
Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions? Paper • 2509.04292 • Published Sep 4, 2025 • 57
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
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Paper • 2509.02544 • Published Sep 2, 2025 • 124
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published Aug 24, 2025 • 80
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents Paper • 2508.13186 • Published Aug 14, 2025 • 19
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Paper • 2508.11987 • Published Aug 16, 2025 • 71
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL Paper • 2508.13167 • Published Aug 6, 2025 • 129