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20192024
most citedDistributed Contextual Linear Bandits with Minimax Optimal Communication Cost

2 citations · 7 across the 7 of their papers we have counts for

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cs.LG2020★ 1 cited

Decentralized Multi-Agent Linear Bandits with Safety Constraints

Sanae Amani, Christos Thrampoulidis

We study decentralized stochastic linear bandits, where a network of agents acts cooperatively to efficiently solve a linear bandit-optimization problem over a -dimensional…

cs.LG2020

Regret Bounds for Safe Gaussian Process Bandit Optimization

Sanae Amani, Mahnoosh Alizadeh, Christos Thrampoulidis

Many applications require a learner to make sequential decisions given uncertainty regarding both the system's payoff function and safety constraints. In safety-critical systems, i…