William T. Freeman

EpiCon: Collective Agent Learning through Co-Evolving Multimodal Memory

Agents can learn from past executions, but enabling different agents to reuse and build on one another's experience remains challenging. We introduce EpiCon, a shared multimodal memory framework for agent collective learning without updating host model parameters. EpiCon links question-level memory evolution to a persi...