Author

Jia-Yue Meng

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#machine learning Preprint Oct 2026

Quantile Propagation Planning for Budgeted Tail-Risk Evaluation

Risk-aware planning must identify rare, costly outcomes using only a limited number of model evaluations. Monte Carlo rollouts spend this budget on noisy tail estimates, while planning from the mean can miss the tail entirely. We introduce quantile propagation planning (QPP), which propagates a small, fixed set of dist...

Wei-Jia Han, Zhi-Shen Huang, Li-Sha Qu et al. · 0 citations

Preprint Oct 2026

Who Speaks, Who Authorizes, Who Acts? Understanding Trust Boundaries in Multi-Agent LLMs

Multi-agent LLM systems exchange messages before acting through tools, but message delivery, signing authority, and tool-side enforcement are separate trust boundaries. We represent them as communication, authorization, and execution structures, and use the authority cut to characterize the smallest independently compr...

Jun-Ru Zhu, Xin Chen, Hang Lyu et al. · 0 citations