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Yanyu Ren

3 accepted papers

2026

ComputerRL: Scaling End-to-End Online Reinforcement Learning for Computer Use Agents

ICLR 2026poster

We introduce ComputerRL, a framework for autonomous desktop intelligence that enables agents to operate complex digital workspaces skillfully. ComputerRL features the API-GUI paradigm, which unifies programmatic API calls and direct GUI interaction to address the inherent mismatch between machine ag…

Cited by 0SourcecodeScholar
2025

Transcending Cost-Quality Tradeoff in Agent Serving via Session-Awareness

NeurIPS 2025poster

Large Language Model (LLM) agents are capable of task execution across various domains by autonomously interacting with environments and refining LLM responses based on feedback. However, existing model serving systems are not optimized for the unique demands of serving agents. Compared to classic m…

Cited by 0SourceScholar