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Gwanwoo Song

2 accepted papers

2025

Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation

ICLR 2025poster

Large language models (LLMs) have recently gained much attention in building autonomous agents. However, performance of current LLM-based web agents in long-horizon tasks is far from optimal, often yielding errors such as repeatedly buying a non-refundable flight ticket. By contrast, humans can avoi…