Author

Chi-Yu Li

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#machine learning May 2026

Harmless Yet Harmful: Neutral Prompting Attacks for Stealthy Hallucination Steering in Agent Skills

Neutral Prompting Attack (NPA), a highly stealthy attack paradigm in which semantically benign instructions, such as encouraging imagination and exhaustiveness, increase package hallucination propensity without containing explicit malicious intent is introduced.

Chia-Yi Hsu, Chi-Yu Li, Chun-Ying Huang et al. · arXiv.org · 1 citation

#artificial intelligence Preprint Aug 2026

FM-Bench: A Benchmark for Long-Horizon Management with Competing Agents

Language model agents now execute bounded tasks reliably. Whether they can sustain effective decision-making over long horizons, where actions have cumulative consequences and the environment responds to their choices, remains largely unmeasured. FM-Bench (Football Management Benchmark) measures this. An LLM agent runs...

Tianyou Wang, Chong-Yang Gao, Ke-Zhen Chen et al. · 1 citation