GeneDisco: A Benchmark for Experimental Design in Drug Discovery A Mehrjou, A Soleymani, A Jesson, P Notin, Y Gal, S Bauer, P Schwab International Conference on Learning Representations 2022 (ICLR), 2021 | 18 | 2021 |
Causal feature selection via orthogonal search A Soleymani*, A Raj*, S Bauer, B Schölkopf, M Besserve Transactions on Machine Learning Research 2022 (TMLR), 2022 | 14 | 2022 |
DRCFS: Doubly Robust Causal Feature Selection F Quinzan*, A Soleymani*, P Jaillet, CR Rojas, S Bauer International Conference on Machine Learning 2023 (ICML), 2023 | 6 | 2023 |
Federated Learning in Multi-Center Critical Care Research: A Systematic Case Study using the eICU Database A Mehrjou*, A Soleymani*, A Buchholz, J Hetzel, P Schwab, S Bauer arXiv preprint arXiv:2204.09328, 2022 | 3 | 2022 |
Doubly Robust Structure Identification from Temporal Data E Angelis, F Quinzan, A Soleymani, P Jaillet, S Bauer arXiv preprint arXiv:2311.06012, 2023 | 1 | 2023 |
On Scale-Invariant Sharpness Measures B Tahmasebi, A Soleymani, S Jegelka, P Jaillet NeurIPS 2023 Workshop on Mathematics of Modern Machine Learning, 2023 | 1 | 2023 |
Pyfectious: An individual-level simulator to discover optimal containment polices for epidemic diseases A Mehrjou*, A Soleymani*, A Abyaneh, B Schölkopf, S Bauer PLoS Comput Biol 19(1): e1010799, 2023 | 1 | 2023 |
A Universal Class of Sharpness-Aware Minimization Algorithms B Tahmasebi, A Soleymani, D Bahri, S Jegelka, P Jaillet International Conference on Machine Learning 2024 (ICML), 2024 | | 2024 |
Learning Decision Policies with Instrumental Variables through Double Machine Learning D Shao, A Soleymani, F Quinzan, M Kwiatkowska International Conference on Machine Learning 2024 (ICML), 2024 | | 2024 |
Physical Derivatives: Computing policy gradients by physical forward-propagation A Mehrjou, A Soleymani, S Bauer, B Schölkopf arXiv preprint arXiv:2201.05830, 2022 | | 2022 |