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

arXiv:2605.24423v3 Announce Type: replace Abstract: In-Context Reinforcement Learning (ICRL) has enabled foundation agents to adapt instantaneously to novel tasks, yet its efficacy in Ad-Hoc Teamwork (AHT)-where coordination with unknown partners is required-r