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Gavin Li

2 accepted papers

2026

Computer Agent Arena: Toward Human-Centric Evaluation and Analysis of Computer-Use Agents

ICLR 2026poster

As Computer-Use Agents (CUAs) proliferate and grow increasingly capable, evaluation has become more challenging: static, manually curated benchmarks are narrow in domain, contamination-prone, and environment-heavy, and they diverge substantially from user-driven, real-world evaluation. We present Co…

Cited by 0SourcecodeScholar
2025

CollabLLM: From Passive Responders to Active Collaborators

ICML 2025oral

Large Language Models are typically trained with next-turn rewards, limiting their ability to optimize for long-term interaction. As a result, they often respond passively to ambiguous or open-ended user requests, failing to help users reach their ultimate intents and leading to inefficient conversa…

Cited by 1SourcePDFScholar