Mohammad Reza Karimi | Learning & Adaptive Systems Group

Mohammad Reza Karimi

PhD Student
mkarimi@inf.ethz.ch
OAT Y 18
My current research interests include theory of sampling and optimal transport. Previously I have worked on submodularity and online learning.

Publications

2023
A Dynamical System View of Langevin-Based Non-Convex Sampling M. R. Karimi, Y. P. Hsieh, A. Krause In Proc. of Thirty Seventh Conference on Neural Information Processing Systems (NeurIPS), 2023 [bibtex] [abstract] [pdf]
Stochastic Approximation Algorithms for Systems of Interacting Particles M. R. Karimi, Y. P. Hsieh, A. Krause In Proc. of Thirty Seventh Conference on Neural Information Processing Systems (NeurIPS), 2023 [bibtex] [abstract] [pdf]
Riemannian stochastic optimization methods avoid strict saddle points Y. P. Hsieh, M. R. Karimi, A. Krause, P. Mertikopoulos In Proc. of Thirty Seventh Conference on Neural Information Processing Systems (NeurIPS), 2023 [bibtex] [abstract] [pdf]
Isotropic Gaussian Processes on Finite Spaces of Graphs V. Borovitskiy, M. R. Karimi, V. R. Somnath, A. Krause In Proceedings of The 26th International Conference on Artificial Intelligence and Statistics (AISTATS 2023), PMLR, volume 206, 2023 [bibtex] [abstract] [pdf]
2022
The Dynamics of Riemannian Robbins-Monro Algorithms M. R. Karimi, Y. P. Hsieh, P. Mertikopoulos, A. Krause In Proc. of Thirty Fifth Conference on Learning Theory (COLT), 2022 [bibtex] [abstract] [pdf]
2021
Online Active Model Selection for Pre-trained Classifiers M. R. Karimi, N. M. Gürel, B. Karlaš, J. Rausch, C. Zhang, A. Krause In International Conference on Artificial Intelligence and Statistics (AISTATS), 2021 [bibtex] [abstract] [pdf] [code]
2019
Consistent Online Optimization: Convex and Submodular M. R. Karimi, A. Krause, S. Lattanzi, S. Vassilvitskii In International Conference on Artificial Intelligence and Statistics (AISTATS), 2019 [bibtex] [abstract] [pdf]
2017
Stochastic Submodular Maximization: The Case of Coverage Functions M. R. Karimi, M. Lucic, H. Hassani, A. Krause In Proc. Neural Information Processing Systems (NeurIPS), 2017 [bibtex] [abstract] [pdf]
2016
Smart broadcasting: Do you want to be seen? M. R. Karimi, E. Tavakoli, M. Farajtabar, L. Song, M. Gomez Rodriguez In Proceedings of the 22nd ACM SIGKDD international conference on Knowledge discovery and data mining, 2016 [bibtex] [abstract]