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Cogment: Open Source Framework For Distributed Multi-actor Training, Deployment & Operations

Authors :
Redefined, AI
Gottipati, Sai Krishna
Kurandwad, Sagar
Mars, Clod��ric
Szriftgiser, Gregory
Chabot, Fran��ois
Publication Year :
2021

Abstract

Involving humans directly for the benefit of AI agents' training is getting traction thanks to several advances in reinforcement learning and human-in-the-loop learning. Humans can provide rewards to the agent, demonstrate tasks, design a curriculum, or act in the environment, but these benefits also come with architectural, functional design and engineering complexities. We present Cogment, a unifying open-source framework that introduces an actor formalism to support a variety of humans-agents collaboration typologies and training approaches. It is also scalable out of the box thanks to a distributed micro service architecture, and offers solutions to the aforementioned complexities.<br />16 pages, 7 figures

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....bc587653f66da4b838d3ada44db73360