Author

Run Peng

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#artificial intelligence Oct 2025

Communication and Verification in LLM Agents towards Collaboration under Information Asymmetry

By integrating an environment-based verifier framework, this paper enhances LLM agents'ability to comprehend task rules and complete tasks, promoting both safer and more interpretable collaboration in AI systems.

Run Peng, Ziqiao Ma, Amy Pang et al. · arXiv.org · 2 citations

#artificial intelligence Preprint Sep 2026

SIMLIFE: Pattern Understanding for Long-Horizon Human-Agent Partnership

SimLife is introduced, a scalable platform for simulating long-term household life with rich visual observations, ground-truth action logs, and synthetic dialogues with audio that evaluates long-context pattern understanding: the ability to infer latent behavioral rules from weeks or months of everyday observations.

Run Peng, Zinnia Nie, Jing Ding et al. · 0 citations