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06/13/2023
Fixed-Budget Best-Arm Identification with Heterogeneous Reward Variances
We study the problem of best-arm identification (BAI) in the fixed-budge...
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10/02/2021
Partner-Aware Algorithms in Decentralized Cooperative Bandit Teams
When humans collaborate with each other, they often make decisions by ob...
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12/07/2020
Causal Posterior Matching and its Applications
We consider the problem of communication over the binary symmetric chann...
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11/30/2020
On Error Exponents of Almost-Fixed-Length Channel Codes and Hypothesis Tests
We examine a new class of channel coding strategies, and hypothesis test...
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10/20/2020
Bayesian Algorithms for Decentralized Stochastic Bandits
We study a decentralized cooperative multi-agent multi-armed bandit prob...
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05/24/2019
Decentralized Bayesian Learning over Graphs
We propose a decentralized learning algorithm over a general social netw...
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01/31/2019
Peer-to-peer Federated Learning on Graphs
We consider the problem of training a machine learning model over a netw...
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11/14/2018
Automatic Grammar Augmentation for Robust Voice Command Recognition
This paper proposes a novel pipeline for automatic grammar augmentation ...
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12/15/2017