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cs.LG2023
ICQ: A Quantization Scheme for Best-Arm Identification Over Bit-Constrained Channels
Fathima Zarin Faizal, Adway Girish, Manjesh Kumar Hanawal +1
We study the problem of best-arm identification in a distributed variant of the multi-armed bandit setting, with a central learner and multiple agents. Each agent is associated wit…
cs.LG2022★ 1 cited
Constrained Pure Exploration Multi-Armed Bandits with a Fixed Budget
Fathima Zarin Faizal, Jayakrishnan Nair
We consider a constrained, pure exploration, stochastic multi-armed bandit formulation under a fixed budget. Each arm is associated with an unknown, possibly multi-dimensional dist…