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Instance-Dependent Generalization Bounds via Optimal Transport


Nov 07, 2022
Songyan Hou, Parnian Kassraie, Anastasis Kratsios, Jonas Rothfuss, Andreas Krause

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* 50 pages, 7 figures 

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Lifelong Bandit Optimization: No Prior and No Regret


Oct 27, 2022
Felix Schur, Parnian Kassraie, Jonas Rothfuss, Andreas Krause

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* 32 pages, 6 figures, preprint 

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Graph Neural Network Bandits


Jul 13, 2022
Parnian Kassraie, Andreas Krause, Ilija Bogunovic

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* 27 pages, 8 figures 

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Meta-Learning Hypothesis Spaces for Sequential Decision-making


Feb 01, 2022
Parnian Kassraie, Jonas Rothfuss, Andreas Krause

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* 21 pages, 9 figures 

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Neural Contextual Bandits without Regret


Jul 07, 2021
Parnian Kassraie, Andreas Krause

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* 37 pages, 6 figures 

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