Sotabase

Career

· Associate Professor, School of Computer Science, McGill University2019–
· Core Academic Member / Canada CIFAR AI Chair, Mila - Quebec Artificial Intelligence Institute2019–
· Assistant Professor, University of British Columbia2017–2019
· Postdoctoral Researcher, Carnegie Mellon University
· BSc, Sharif University of Technology
· MSc, University of Alberta
· PhD Student, University of Alberta

Publications (145)

Deep Sets
2017
2,756
cited
Equivariance Through Parameter-Sharing
International Conference on Machine Learning · 2017
279
cited
Accurate, Fully-Automated NMR Spectral Profiling for Metabolomics
PLoS ONE · 2014
261
cited
Learning to predict the cosmological structure formation
Proceedings of the National Academy of Sciences of the United States of America · 2018
183
cited
Deep Models of Interactions Across Sets
International Conference on Machine Learning · 2018
171
cited
CMU DeepLens: deep learning for automatic image-based galaxy–galaxy strong lens finding
Monthly notices of the Royal Astronomical Society · 2017
130
cited
Equivariance with Learned Canonicalization Functions
International Conference on Machine Learning · 2022
104
cited
Iterated Denoising Energy Matching for Sampling from Boltzmann Densities
International Conference on Machine Learning · 2024
96
cited
Estimating Cosmological Parameters from the Dark Matter Distribution
International Conference on Machine Learning · 2016
80
cited
Enabling Dark Energy Science with Deep Generative Models of Galaxy Images
AAAI Conference on Artificial Intelligence · 2016
66
cited
Universal Equivariant Multilayer Perceptrons
International Conference on Machine Learning · 2020
57
cited
On Diffusion Modeling for Anomaly Detection
International Conference on Learning Representations · 2023
56
cited
Boolean Matrix Factorization and Noisy Completion via Message Passing
International Conference on Machine Learning · 2015
46
cited
SpeqNets: Sparsity-aware Permutation-equivariant Graph Networks
International Conference on Machine Learning · 2022
44
cited
Deep generative models for galaxy image simulations
Monthly notices of the Royal Astronomical Society · 2020
42
cited
Improved Knowledge Graph Embedding using Background Taxonomic Information
AAAI Conference on Artificial Intelligence · 2018
40
cited
SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models
International Conference on Learning Representations · 2025
39
cited
Equivariant Adaptation of Large Pretrained Models
Neural Information Processing Systems · 2023
38
cited
Correction: Accurate, Fully-Automated NMR Spectral Profiling for Metabolomics
PLoS ONE · 2015
32
cited
Equivariant Networks for Crystal Structures
Neural Information Processing Systems · 2022
30
cited
Sotabase