Reinforcement Learning

Test-Time Deep Thinking to Explore Implicit Rules

KDD 2026 (CCF-A). Co-corresponding author. Test-time deep thinking that infers implicit environment rules to guide agent exploration.

wentong-chen
•
AgentCPM-Explore featured image

AgentCPM-Explore

项目负责人 — 面向长程深度探索的开源 4B 智能体模型,在 GAIA、HLE 等基准上领先同尺寸开源模型

AgentCPM-Explore: Realizing Long-Horizon Deep Exploration for Edge-Scale Agents featured image

AgentCPM-Explore: Realizing Long-Horizon Deep Exploration for Edge-Scale Agents

ArXiv 2026. First author. Open-source 4B agent model achieving SOTA on GAIA & HLE, surpassing GPT-5 and Claude-4.5-Sonnet. 830+ GitHub Stars.

avatar
Haotian Chen
•

Reflective Reinforcement Tool Learning

Reflective reinforcement learning for tool learning.

avatar
Haotian Chen
•
AgentRL featured image

AgentRL

项目负责人 — 面向 AgentCPM 模型族的全异步智能体强化学习训练基础设施:100+ 工具、20+ 基准、全流程可视化

AgentCPM-GUI: Building Mobile-Use Agents with Reinforcement Fine-Tuning featured image

AgentCPM-GUI: Building Mobile-Use Agents with Reinforcement Fine-Tuning

EMNLP 2025 Demo. GUI agents with reinforcement fine-tuning. 1,400+ GitHub Stars.

zhong-zhang
•