Bridging neuronal correlations and dimensionality reduction A Umakantha, R Morina, BR Cowley, AC Snyder, MA Smith, MY Byron Neuron 109 (17), 2740-2754. e12, 2021 | 30 | 2021 |
A classifying variational autoencoder with application to polyphonic music generation JA Hennig, A Umakantha, RC Williamson arXiv preprint arXiv:1711.07050, 2017 | 25 | 2017 |
Relating a Spiking Neural Network Model and the Diffusion Model of Decision-Making A Umakantha, BA Purcell, TJ Palmeri Computational Brain & Behavior, 1-23, 2022 | 6* | 2022 |
How to augment your ViTs? Consistency loss and StyleAug, a random style transfer augmentation A Umakantha, JD Semedo, SA Golestaneh, WYS Lin arXiv preprint arXiv:2112.09260, 2021 | 1 | 2021 |
System and Method for Augmenting Vision Transformers A Umakantha, SA Golestaneh, J Semedo, WY Lin US Patent App. 17/540,326, 2023 | | 2023 |
Neural variability: structure, sources, control, and data augmentation A Umakantha Carnegie Mellon University, 2021 | | 2021 |