2 papers
cs.MA2025
From Pixels to Cooperation Multi Agent Reinforcement Learning based on Multimodal World Models
Sureyya Akin, Kavita Srivastava, Prateek B. Kapoor +3
Learning cooperative multi-agent policies directly from high-dimensional, multimodal sensory inputs like pixels and audio (from pixels) is notoriously sample-inefficient. Model-fre…
cs.MA2025
Socialized Learning and Emergent Behaviors in Multi-Agent Systems based on Multimodal Large Language Models
Sureyya Akin, Shruti T. Tiwari, Ram Bhattacharya +3
This search introduces the Multimodal Socialized Learning Framework (M-S2L), designed to foster emergent social intelligence in AI agents by integrating Multimodal Large Language M…