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Ilija Bogunovic
Ilija Bogunovic
Assistant professor, UCL
Verificeret mail på ucl.ac.uk - Startside
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Adversarially robust optimization with Gaussian processes
I Bogunovic, J Scarlett, S Jegelka, V Cevher
Advances in neural information processing systems 31, 2018
1572018
Near-optimally teaching the crowd to classify
A Singla, I Bogunovic, G Bartók, A Karbasi, A Krause
International Conference on Machine Learning, 154-162, 2014
1552014
High-dimensional Bayesian optimization via additive models with overlapping groups
P Rolland, J Scarlett, I Bogunovic, V Cevher
International conference on artificial intelligence and statistics, 298-307, 2018
1322018
Time-Varying Gaussian Process Bandit Optimization
I Bogunovic, J Scarlett, V Cevher
International Conference on Artificial Intelligence and Statistics (AISTATS …, 2016
1142016
Lower bounds on regret for noisy gaussian process bandit optimization
J Scarlett, I Bogunovic, V Cevher
Conference on Learning Theory, 1723-1742, 2017
1082017
Distributionally robust Bayesian optimization
J Kirschner, I Bogunovic, S Jegelka, A Krause
International Conference on Artificial Intelligence and Statistics, 2174-2184, 2020
1012020
Learning-based compressive subsampling
L Baldassarre, YH Li, J Scarlett, B Gözcü, I Bogunovic, V Cevher
IEEE Journal of Selected Topics in Signal Processing 10 (4), 809-822, 2016
1002016
Truncated variance reduction: A unified approach to bayesian optimization and level-set estimation
I Bogunovic, J Scarlett, A Krause, V Cevher
Advances in neural information processing systems 29, 2016
1002016
Stochastic linear bandits robust to adversarial attacks
I Bogunovic, A Losalka, A Krause, J Scarlett
International Conference on Artificial Intelligence and Statistics, 991-999, 2021
852021
Robust submodular maximization: A non-uniform partitioning approach
I Bogunovic, S Mitrović, J Scarlett, V Cevher
International Conference on Machine Learning, 508-516, 2017
752017
Corruption-tolerant gaussian process bandit optimization
I Bogunovic, A Krause, J Scarlett
International Conference on Artificial Intelligence and Statistics, 1071-1081, 2020
652020
Streaming robust submodular maximization: A partitioned thresholding approach
S Mitrovic, I Bogunovic, A Norouzi-Fard, JM Tarnawski, V Cevher
Advances in Neural Information Processing Systems 30, 2017
612017
Misspecified gaussian process bandit optimization
I Bogunovic, A Krause
Advances in neural information processing systems 34, 3004-3015, 2021
582021
Robust maximization of non-submodular objectives
I Bogunovic, J Zhao, V Cevher
International Conference on Artificial Intelligence and Statistics, 890-899, 2018
542018
DP-Sniper: Black-Box Discovery of Differential Privacy Violations using Classifiers
B Bichsel, S Steffen, I Bogunovic, M Vechev
532021
Risk-averse heteroscedastic bayesian optimization
A Makarova, I Usmanova, I Bogunovic, A Krause
Advances in Neural Information Processing Systems 34, 17235-17245, 2021
472021
Efficient model-based multi-agent mean-field reinforcement learning
B Pasztor, I Bogunovic, A Krause
arXiv preprint arXiv:2107.04050, 2021
462021
No-regret learning in unknown games with correlated payoffs
PG Sessa, I Bogunovic, M Kamgarpour, A Krause
Advances in Neural Information Processing Systems 32, 2019
462019
On actively teaching the crowd to classify
A Singla, I Bogunovic, G Bartók, A Karbasi, A Krause
NIPS Workshop on Data Driven Education, 2013
302013
An efficient streaming algorithm for the submodular cover problem
A Norouzi-Fard, A Bazzi, I Bogunovic, M El Halabi, YP Hsieh, V Cevher
Advances in Neural Information Processing Systems 29, 2016
252016
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