Agent Learning via Early Experience
Paper
•
2510.08558
•
Published
•
266
Agent
-
-
Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks
Paper • 2510.08002 • Published • 23 -
Self-Improving LLM Agents at Test-Time
Paper • 2510.07841 • Published • 9 -
The Denario project: Deep knowledge AI agents for scientific discovery
Paper • 2510.26887 • Published • 6 -
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
Paper • 2509.02547 • Published • 225 -
WebWeaver: Structuring Web-Scale Evidence with Dynamic Outlines for Open-Ended Deep Research
Paper • 2509.13312 • Published • 105 -
LIMI: Less is More for Agency
Paper • 2509.17567 • Published • 102 -
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning
Paper • 2509.02479 • Published • 83 -
VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use
Paper • 2509.01055 • Published • 75 -
Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning
Paper • 2511.16043 • Published • 104 -
Scaling Agent Learning via Experience Synthesis
Paper • 2511.03773 • Published • 80