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Author

Peter Stone

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Preprint Oct 2026

Decentralized Multi-Agent Coordination and Communication in Shared Codebases

Coding agents working in shared repositories may receive separate, independently-motivated requests from human developers, creating a setting that is multi-agent by necessity. When this scenario happens, their individual implementations may work separately but conflict when combined. To study this setting, we introduce...

Rishabh Mediratta, Ling-Yun Xiao, Peter Stone et al. · 0 citations
#artificial intelligence Preprint Sep 2026

JaxAHT: A JAX-Based Library for Ad Hoc Teamwork

JaxAHT is introduced, the first open-source, JAX-based library designed to accelerate and standardize the AHT research lifecycle and provides a unified framework for teammate generation, ego agent training, and evaluation against unseen teammates, achieving approximately 95x wall-clock speedup over PyTorch counterparts...

Caroline Wang, Rolando Fernandez, Z. Mustafaoglu et al. · 2 citations

ROTATE: Regret-driven Open-ended Training for Ad Hoc Teamwork

ROTATE is introduced, a regret-driven, open-ended training algorithm that alternates between improving the AHT agent and generating teammates that probe its collaboration deficiencies, establishing a new standard for robust, generalizable teamwork.

Caroline Wang, Arrasy Rahman, Jia-Xun Cui et al. · 8 citations · ⚡1

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