Asymptotically-optimal gaussian bandits with side observations

Alexia Atsidakou , Orestis Papadigenopoulos , Constantine Caramanis , Sujay Sanghavi
International Conference on Machine Learning 1057 -1077

6
2022
Single-sample prophet inequalities via greedy-ordered selection

Constantine Caramanis , Paul Dütting , Matthew Faw , Federico Fusco
Society for Industrial and Applied Mathematics 1298 -1325

24
2022
2012 Index IEEE Journal on Selected Areas in Communications Vol. 30

Abdel Khalek , Caramanis Amin , Atef Abdrabou , Fumiyuki Adachi

Approximate Newton-based statistical inference using only stochastic gradients

Tianyang Li , Anastasios Kyrillidis , Liu Liu , Constantine Caramanis
arXiv preprint arXiv:1805.08920

5
2018
Robustness and Regularization of Support Vector Machines

Huan Xu , Constantine Caramanis , Shie Mannor
Journal of Machine Learning Research

2
2009
Sparse algorithms are not stable: A no-free-lunch theorem

Huan Xu , Constantine Caramanis , Shie Mannor
IEEE transactions on pattern analysis and machine intelligence 34 ( 1) 187 -193

257
2011
Distributed resource allocation in device-to-device enhanced cellular networks

Qiaoyang Ye , Mazin Al-Shalash , Constantine Caramanis , Jeffrey G Andrews
IEEE Transactions on Communications 63 ( 2) 441 -454

132
2014
Robust optimization in machine learning

Constantine Caramanis , Shie Mannor , Huan Xu

73
2011
Network forensics: Random infection vs spreading epidemic

Chris Milling , Constantine Caramanis , Shie Mannor , Sanjay Shakkottai
ACM SIGMETRICS Performance Evaluation Review 40 ( 1) 223 -234

43
2012
High Dimensional Robust M-Estimation: Arbitrary Corruption and Heavy Tails

Liu Liu , Tianyang Li , Constantine Caramanis
arXiv preprint arXiv:1901.08237

29
2019
Contextual blocking bandits

Soumya Basu , Orestis Papadigenopoulos , Constantine Caramanis , Sanjay Shakkottai
International Conference on Artificial Intelligence and Statistics 271 -279

28
2021
Beyond uniform smoothness: A stopped analysis of adaptive sgd

Matthew Faw , Litu Rout , Constantine Caramanis , Sanjay Shakkottai
The Thirty Sixth Annual Conference on Learning Theory 89 -160

18
2023
Reinforcement learning in reward-mixing mdps

Jeongyeol Kwon , Yonathan Efroni , Constantine Caramanis , Shie Mannor
Advances in Neural Information Processing Systems 34 2253 -2264

18
2021
Analyzing queueing systems with coupled processors through semidefinite programming

Balaji Rengarajan , Constantine Caramanis , Gustavo de Veciana
INFORMS: Applied Probability Session

18
2008
Robust estimation of tree structured ising models

Ashish Katiyar , Vatsal Shah , Constantine Caramanis
arXiv preprint arXiv:2006.05601

10
2020
Learning in the Limit with Adversarial Disturbances.

Constantine Caramanis , Shie Mannor
COLT 467 -478

10
2008
Coordinated attacks against contextual bandits: Fundamental limits and defense mechanisms

Jeongyeol Kwon , Yonathan Efroni , Constantine Caramanis , Shie Mannor
International Conference on Machine Learning 11772 -11789

8
2022