Author

Jia-Xin Yang

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#artificial intelligence May 2026

Benchmarking the Limits of In-Context Reinforcement Learning for Ad-Hoc Teamwork

A large-scale benchmark ICRL4AHT is introduced, built upon a high-throughput JAX implementation of Overcooked-V2 AHT, establishing this benchmark as a critical testbed for next-generation coordination algorithms.

Yu-Heng Jing, Kai Li, Zi-Wen Zhang et al. · arXiv.org · 0 citations

#artificial intelligence Feb 2026

SWE-Universe: Scale Real-World Verifiable Environments to Millions

SWE-Universe, a scalable and efficient framework for automatically constructing real-world software engineering (SWE) verifiable environments from GitHub pull requests (PRs), utilizes a building agent powered by an efficient custom-trained model to ensure the reliable generation of high-fidelity, verifiable tasks.

Mouxiang Chen, Lei Zhang, Yunlong Feng et al. · arXiv.org · 14 citations · ⚡1