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Shou-Ju Wang

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#artificial intelligence Preprint Oct 2026

AgentPrivArena: Evaluating and Auditing Real-world AI Agent Privacy

The rapid advancement of LLM agents has enabled systems to autonomously perform complex tasks through external tools, but their growing access to personal data introduces significant privacy risks. Existing benchmarks primarily evaluate LLM agent privacy through simulated trajectories and outcome-based metrics, limitin...

Shou-Ju Wang, Hao-Peng Zhang · 0 citations
#artificial intelligence Preprint Sep 2026

An Empirical Study of Harness Design for Coding Agents

This work studies a lightweight coding harness whose execution loop is fixed while three components are varied: planning, action space, and context management, and finds that context management becomes increasingly valuable as the context-window budget tightens.

Run-Ze Fan, Zihao Zhang, Si-Min Ma et al. · 6 citations · ⚡1

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