Author

Hongru Wang

The Chinese University of Hong Kong, University of Edinburgh

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Preprint Aug 2026

Behavior2Trip: Towards Personalized Travel Planning via User Behavior Trajectory

A new task, Behavior-Aware Travel Planning, which infers user preferences directly from past behaviors and generates personalized travel plans and proposes B2T-Agent, a reinforcement learning-based agent that leverages user behavior trajectories, interacts with external tools for preference-aligned retrieval, and maintains an internal memory module.

Zihao Cheng, Yingyu Shan, Hongru Wang et al. · 0 citations

Preprint Aug 2026

CAP: A Scalable Benchmark for Evaluating Cross-Site Browser Agents with Complex Actions and Perception

CAP is introduced, a scalable benchmark for evaluating browser agents on cross-site, human-like web tasks that require non-trivial UI interactions and visual understanding and a decomposition-and-recomposition pipeline that first abstracts each website into a structured site card capturing user-facing functions, complex execution operations, and perceptual requirements, and then recomposes these components into realistic cross-site workflows.

Zejun Xu, Taiyi Chen, Jin Li et al. · 0 citations