Data-driven stochastic optimization on manifolds for additive manufacturing MG Marmarelis, RG Ghanem Computational Materials Science 181, 109750, 2020 | 15 | 2020 |
Partial identification of dose responses with hidden confounders MG Marmarelis, E Haddad, A Jesson, N Jahanshad, A Galstyan, ... Uncertainty in Artificial Intelligence, 1368-1379, 2023 | 7 | 2023 |
Capturing Perspectives of Crowdsourced Annotators in Subjective Learning Tasks N Mokhberian, MG Marmarelis, FR Hopp, V Basile, F Morstatter, ... arXiv preprint arXiv:2311.09743, 2023 | 2 | 2023 |
Bounding the effects of continuous treatments for hidden confounders MG Marmarelis, G Ver Steeg, N Jahanshad, A Galstyan NeurIPS 2022 Workshop on Causality for Real-world Impact, 2022 | 2 | 2022 |
Robust defense against Lp-norm-based attacks by learning robust representations I Fostiropoulos, B Shbita, M Marmarelis | 2 | |
Ensembled Prediction Intervals for Causal Outcomes Under Hidden Confounding MG Marmarelis, G Ver Steeg, A Galstyan, F Morstatter Causal Learning and Reasoning, 18-40, 2024 | 1 | 2024 |
A Metric Space for Point Process Excitations MG Marmarelis, G Ver Steeg, A Galstyan Journal of Artificial Intelligence Research 73, 1323–1353, 2022 | 1 | 2022 |
Efficient and robust polylinear analysis of noisy time series MG Marmarelis arXiv preprint arXiv:1704.02577, 2017 | 1 | 2017 |
Policy Learning for Localized Interventions from Observational Data MG Marmarelis, F Morstatter, A Galstyan, G Ver Steeg International Conference on Artificial Intelligence and Statistics, 4456-4464, 2024 | | 2024 |
q-Diffusion leverages the full dimensionality of gene coexpression in single-cell transcriptomics MG Marmarelis, R Littman, F Battaglin, D Niedzwiecki, A Venook, ... Communications Biology 7 (1), 400, 2024 | | 2024 |
Causal Sensitivity Analysis for Hidden Confounding: Modeling the Sex-Specific Role of Diet on the Aging Brain E Haddad, MG Marmarelis, TM Nir, A Galstyan, G Ver Steeg, ... International Workshop on Machine Learning in Clinical Neuroimaging, 91-101, 2023 | | 2023 |