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Gowthami Somepalli
Gowthami Somepalli
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SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training
G Somepalli, M Goldblum, A Schwarzschild, CB Bruss, T Goldstein
arXiv preprint arXiv:2106.01342, 2021
81*2021
What Doesn't Kill You Makes You Robust (er): How to Adversarially Train against Data Poisoning
J Geiping, L Fowl, G Somepalli, M Goldblum, M Moeller, T Goldstein
arXiv preprint arXiv:2102.13624, 2021
392021
Can neural nets learn the same model twice? investigating reproducibility and double descent from the decision boundary perspective
G Somepalli, L Fowl, A Bansal, P Yeh-Chiang, Y Dar, R Baraniuk, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022
312022
Diffusion art or digital forgery? investigating data replication in diffusion models
G Somepalli, V Singla, M Goldblum, J Geiping, T Goldstein
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
192023
Unsupervised Anomaly Detection with Adversarial Mirrored AutoEncoders
G Somepalli, Y Wu, Y Balaji, B Vinzamuri, S Feizi
Uncertainty in Artificial Intelligence, PMLR 161:365-375, 2021
13*2021
How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization
J Geiping, M Goldblum, G Somepalli, R Shwartz-Ziv, T Goldstein, ...
arXiv preprint arXiv:2210.06441, 2022
7*2022
PatchGame: learning to signal mid-level patches in referential games
K Gupta, G Somepalli, A Anubhav, VYJ Magalle Hewa, M Zwicker, ...
Advances in Neural Information Processing Systems 34, 26015-26027, 2021
32021
Prioritizing and characterizing functionally relevant genes across human tissues
G Somepalli, S Sahoo, A Singh, S Hannenhalli
PLoS Computational Biology 17 (7), e1009194, 2021
32021
DSIPHER: Drug SIde effect Prediction HEuRistic
A Pathni, A Wikner, G Somepalli, K Gupta
DeepPUNs: Deep Positive Unlabeled Networks
G Somepalli, N Kalibhat, P Kumar
An Investigation into the Role of Author Demographics in ICLR Participation and Review
K Ganapathy, E Liu, Z Zarger, G Somepalli, M Goldblum, T Goldstein
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Artiklar 1–11