52 citations · 314 across the 32 of their papers we have counts for
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cs.LG2020★ 43 cited
Differentially-Private Federated Linear Bandits
Abhimanyu Dubey, Alex Pentland
The rapid proliferation of decentralized learning systems mandates the need for differentially-private cooperative learning. In this paper, we study this in context of the contextu…
cs.LG2020★ 5 cited
Cooperative Multi-Agent Bandits with Heavy Tails
Abhimanyu Dubey, Alex Pentland
We study the heavy-tailed stochastic bandit problem in the cooperative multi-agent setting, where a group of agents interact with a common bandit problem, while communicating on a…
cs.LG2020★ 7 cited
Kernel Methods for Cooperative Multi-Agent Contextual Bandits
Abhimanyu Dubey, Alex Pentland
Cooperative multi-agent decision making involves a group of agents cooperatively solving learning problems while communicating over a network with delays. In this paper, we conside…