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Shu Liu

3 papers indexed

arxivcs.SEcs.AI2026-07-17

Fantastic Adaptive Taxonomies and How to Use Them

Mert Cemri, Andrei Cojocaru, Melissa Pan, Shu Liu, Shubham Agarwal, Alexander Krentsel, et al.

An agent system's execution traces record how it fails, and procedures that improve such a system without changing model weights (trajectory selection, prompt and workflow optimization, runtime monitoring) read these traces for feedback. Yet raw traces are a poor medium for accum…

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arxivcs.ROcs.CV2026-07-05

Agent-driven Long-tail Simulation for Autonomous Driving

Junru Gu, Lijin Yang, Jianing Huang, Shu Liu, Zhongzhan Huang, Hang Zhao

Evaluating autonomous driving systems in closed-loop settings requires realistic and interactive simulation, yet existing simulators largely rely on log replay or rule-based agents, limiting behavioral diversity and long-tail coverage. We propose an agent-driven simulation framew…

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