Finite-time frequentist regret bounds of multi-agent thompson sampling on sparse hypergraphs

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{\epsilon}-Neural Thompson Sampling of Deep Brain Stimulation for Parkinson Disease Treatment

HL Hsu, Q Gao, M Pajic - arxiv preprint arxiv:2403.06814, 2024 - arxiv.org
Deep Brain Stimulation (DBS) stands as an effective intervention for alleviating the motor
symptoms of Parkinson's disease (PD). Traditional commercial DBS devices are only able to …
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Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning

HL Hsu, W Wang, M Pajic, P Xu - arxiv preprint arxiv:2404.10728, 2024 - arxiv.org
We present the first study on provably efficient randomized exploration in cooperative multi-
agent reinforcement learning (MARL). We propose a unified algorithm framework for …
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ϵ-Neural Thompson Sampling of Deep Brain Stimulation for Parkinson Disease Treatment

HL Hsu, Q Gao, M Pajic - 2024 ACM/IEEE 15th International …, 2024 - ieeexplore.ieee.org
Deep Brain Stimulation (DBS) stands as an effective intervention for alleviating the motor
symptoms of Parkinson's disease (PD). Traditional commercial DBS devices are only able to …
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