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cs.LG2026
Planned Restlessness: Delayed Meta Bandits with Budgets
Sudipto Guha
We study episodic finite-horizon Bayesian bandits, or meta-bandits, with independent arms. Each episode draws fresh arm qualities from unknown recurring priors. Observations arrive…
cs.LG2026
Budgeted Bayesian Bandits for Future Utilization
Sudipto Guha
The multi-armed bandit problem models the trade-off between exploration and exploitation. In this paper, we study the variant where exploration has a hard budget and precedes explo…