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Cogment: Open Source Framework For Distributed Multi-actor Training, Deployment & Operations
- 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
- Subjects :
- FOS: Computer and information sciences
I.2
Computer Science - Machine Learning
Artificial Intelligence (cs.AI)
I.2.11
D.2.11
Computer Science - Artificial Intelligence
Computer Science - Human-Computer Interaction
Computer Science - Multiagent Systems
Human-Computer Interaction (cs.HC)
Machine Learning (cs.LG)
Multiagent Systems (cs.MA)
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....bc587653f66da4b838d3ada44db73360