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Amit Kiran Rege

1 paper indexed

arxivcs.LGcs.AIstat.ML2026-07-12

Learning from Local Walks on Dynamic Graphs with Bandit Feedback

Sourav Chakraborty, Amit Kiran Rege, Claire Monteleoni, Lijun Chen

We study stochastic multi-armed bandits on dynamic graphs, where arms correspond to the vertices of a network with time-varying edges. In this setting, the learner is restricted to local movement, selecting only its current node or an immediate neighbor at each round. This constr…

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