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Ilija Bogunovic

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A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits

Feb 03, 2022
Ilija Bogunovic, Zihan Li, Andreas Krause, Jonathan Scarlett

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Misspecified Gaussian Process Bandit Optimization

Nov 09, 2021
Ilija Bogunovic, Andreas Krause

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Risk-averse Heteroscedastic Bayesian Optimization

Nov 05, 2021
Anastasiia Makarova, Ilnura Usmanova, Ilija Bogunovic, Andreas Krause

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Contextual Games: Multi-Agent Learning with Side Information

Jul 13, 2021
Pier Giuseppe Sessa, Ilija Bogunovic, Andreas Krause, Maryam Kamgarpour

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Efficient Model-Based Multi-Agent Mean-Field Reinforcement Learning

Jul 08, 2021
Barna Pasztor, Ilija Bogunovic, Andreas Krause

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Combining Pessimism with Optimism for Robust and Efficient Model-Based Deep Reinforcement Learning

Mar 18, 2021
Sebastian Curi, Ilija Bogunovic, Andreas Krause

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Cost-Efficient Online Hyperparameter Optimization

Jan 17, 2021
Jingkang Wang, Mengye Ren, Ilija Bogunovic, Yuwen Xiong, Raquel Urtasun

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Learning to Play Sequential Games versus Unknown Opponents

Jul 10, 2020
Pier Giuseppe Sessa, Ilija Bogunovic, Maryam Kamgarpour, Andreas Krause

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Stochastic Linear Bandits Robust to Adversarial Attacks

Jul 07, 2020
Ilija Bogunovic, Arpan Losalka, Andreas Krause, Jonathan Scarlett

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Distributionally Robust Bayesian Optimization

Mar 22, 2020
Johannes Kirschner, Ilija Bogunovic, Stefanie Jegelka, Andreas Krause

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