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math.PR2023★ 1 cited
Functional Central Limit Theorem for Two Timescale Stochastic Approximation
Fathima Zarin Faizal, Vivek Borkar
Two time scale stochastic approximation algorithms emulate singularly perturbed deterministic differential equations in a certain limiting sense, i.e., the interpolated iterates on…
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…