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Sid Kaushik

2 accepted papers

2021

Modularity in Reinforcement Learning via Algorithmic Independence in Credit Assignment

ICML 2021oral

Many transfer problems require re-using previously optimal decisions for solving new tasks, which suggests the need for learning algorithms that can modify the mechanisms for choosing certain actions independently of those for choosing others. However, there is currently no formalism nor theory for…

Cited by 12SourcePDFScholar
2020

Decentralized Reinforcement Learning: Global Decision-Making via Local Economic Transactions

ICML 2020poster

This paper seeks to establish a framework for directing a society of simple, specialized, self-interested agents to solve what traditionally are posed as monolithic single-agent sequential decision problems. What makes it challenging to use a decentralized approach to collectively optimize a central…