16 citations · 36 across the 16 of their papers we have counts for
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cs.LG2021
The Pareto Frontier of model selection for general Contextual Bandits
Teodor V. Marinov, Julian Zimmert
Recent progress in model selection raises the question of the fundamental limits of these techniques. Under specific scrutiny has been model selection for general contextual bandit…
cs.LG2021★ 5 cited
Beyond Value-Function Gaps: Improved Instance-Dependent Regret Bounds for Episodic Reinforcement Learning
Christoph Dann, Teodor V. Marinov, Mehryar Mohri +1
We provide improved gap-dependent regret bounds for reinforcement learning in finite episodic Markov decision processes. Compared to prior work, our bounds depend on alternative de…