Aligning Multi-Agent Communication with Human Language for Effective Ad-Hoc Teamwork

Introducing language grounding as an auxiliary learning objective enables multi-agent teams to learn human-interpretable communication protocols that maintain task performance and generalize to ad-hoc teamwork scenarios.