Dueling Bandits: From Two-dueling to Multi-dueling

Yihan Du
Yihan Du
Siwei Wang
Siwei Wang

AAMAS '19: International Conference on Autonomous Agents and Multiagent Systems Auckland New Zealand May, 2020, pp. 348-356, 2020.

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Abstract:

We study a general multi-dueling bandit problem, where an agent compares multiple options simultaneously and aims to minimize the regret due to selecting suboptimal arms. This setting generalizes the traditional two-dueling bandit problem and finds many real-world applications involving subjective feedback on multiple options. We start wi...More

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