9 citations · 12 across the 10 of their papers we have counts for
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cs.LG2024
Combinatorial Multi-armed Bandits: Arm Selection via Group Testing
Arpan Mukherjee, Shashanka Ubaru, Keerthiram Murugesan +2
This paper considers the problem of combinatorial multi-armed bandits with semi-bandit feedback and a cardinality constraint on the super-arm size. Existing algorithms for solving…
cs.LG2022★ 9 cited
Active Sampling of Multiple Sources for Sequential Estimation
Arpan Mukherjee, Ali Tajer, Pin-Yu Chen +1
Consider processes, each generating a sequence of identical and independent random variables. The probability measures of these processes have random parameters that must be es…
cs.LG2021
Mean-based Best Arm Identification in Stochastic Bandits under Reward Contamination
Arpan Mukherjee, Ali Tajer, Pin-Yu Chen +1
This paper investigates the problem of best arm identification in stochastic multi-arm bandits. In this setting, the rewards obtained from any arm are repla…