Junghyun Lee
Junghyun Lee
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Flooding with Absorption: An Efficient Protocol for Heterogeneous Bandits over Complex Networks
Event Weekly OSI Lab Seminar Short summary In this seminar, I will talk my recent work on proposing a new, efficient network protocol for networked, multi-agent bandits with heterogeneous arm-sets. This work has received the best student paper award at OPODIS 2023.
Apr 15, 2024
Project
Flooding with Absorption: An Efficient Protocol for Heterogeneous Bandits over Complex Networks
A novel problem setting where heterogeneous multi-agent bandits collaborate over a network to minimize their group regret. To deal with the high communication complexity of the classic flooding protocol combined with UCB, a new network protocol called Flooding with Absorption (FwA) is proposed. Theoretical and empirical analyses are provded for flooding and FwA, showing the efficacy of our proposed FwA.
Junghyun Lee
,
Laura Schmid
,
Se-Young Yun
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Collaborative Multi-Agent Bandits
specific topics tbd
Junghyun Lee
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