Sotabase

Career

· Associate Professor, University of Pennsylvania2025–2025
· Associate Professor, Georgia Institute of Technology2023–2025
· Assistant Professor, Georgia Institute of Technology2017–2023
· Postdoctoral Fellow, Rehabilitation Institute of Chicago2014–2017
· Graduate Student, Rice University2007–2014
· Ph.D., Electrical Engineering, Rice University2007–2013
· Research Assistant, Johns Hopkins University: ERC-CISST2006–2006
· Multimedia Specialist, Center for Confluent Media Studies2005–2007
· BSEE, Audio Engineering & Physics, University of Miami2003–2007

Publications (67)

Large-Scale Representation Learning on Graphs via Bootstrapping
International Conference on Learning Representations · 2021
289
cited
Bootstrapped Representation Learning on Graphs
arXiv.org · 2021
284
cited
Greedy feature selection for subspace clustering
Journal of machine learning research · 2013
173
cited
Neural Latents Benchmark '21: Evaluating latent variable models of neural population activity
NeurIPS Datasets and Benchmarks · 2021
115
cited
Low-dose x-ray tomography through a deep convolutional neural network
Scientific Reports · 2018
99
cited
Quantifying Mesoscale Neuroanatomy Using X-Ray Microtomography
eNeuro · 2016
85
cited
Hierarchical Optimal Transport for Multimodal Distribution Alignment
Neural Information Processing Systems · 2019
77
cited
De novo evolution of macroscopic multicellularity
bioRxiv · 2021
65
cited
A cryptography-based approach for movement decoding
Nature Biomedical Engineering · 2016
64
cited
Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction
arXiv.org · 2021
61
cited
Drop, Swap, and Generate: A Self-Supervised Approach for Generating Neural Activity
bioRxiv · 2021
44
cited
The good, the bad and the ugly sides of data augmentation: An implicit spectral regularization perspective
Journal of machine learning research · 2022
43
cited
Half-Hop: A graph upsampling approach for slowing down message passing
International Conference on Machine Learning · 2023
33
cited
Rapid FPGA delay characterization using clock synthesis and sparse sampling
2010 IEEE International Test Conference · 2010
28
cited
Aligning latent representations of neural activity
Nature Biomedical Engineering · 2022
27
cited
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers
bioRxiv · 2022
26
cited
Transcriptomic cell type structures in vivo neuronal activity across multiple timescales
bioRxiv · 2022
25
cited
Making transport more robust and interpretable by moving data through a small number of anchor points
International Conference on Machine Learning · 2020
24
cited
A three-dimensional thalamocortical dataset for characterizing brain heterogeneity
Scientific Data · 2020
19
cited
Comparing high-dimensional neural recordings by aligning their low-dimensional latent representations
2022
18
cited
Sotabase