Papers

- Ashish Katiyar, Soumya Basu, Vatsal Shah, Constantine Caramanis, "Robust Estimation of Tree Structured Markov Random Fields". [Link]

- Vatsal Shah, Xiaoxia Wu, Sujay Sanghavi, "Choosing the Sample with Lowest Loss makes SGD Robust", AISTATS 2020 [Link] [Code]
- Ashish Katiyar, Vatsal Shah, Constantine Caramanis, "Robust Estimation of Tree Structured Ising Models". [Link]
- John Chen, Vatsal Shah, Anastasios Kyrillidis, "Negative sampling in semi-supervised learning". ICML 2020 [Link]
- Vatsal Shah, Soumya Basu, Anastasios Kyrillidis and Sujay Sanghavi, "On Generalization of Adaptive methods for Over-parameterized Setting". [Link]

- Vatsal Shah, Anastasios Kyrillidis, Sujay Sanghavi, "Minimum norm solutions do not always generalize well for over-parameterized problems", Integration of Deep Learning Theories Workshop, NeurIPS 2018 [pdf]
- Erik Lindgren, Vatsal Shah, Yanyao Shen, Alex Dimakis, Adam Klivans, "On Robust Learning of Ising Models", Relational and Representational Learning Workshop, NeurIPS 2018 [pdf]

Vatsal Shah, Nikhil Rao, Weicong Ding. "Matrix Factorization with Side and Higher Order Information", Mining with Learning and Graphs Workshop, KDD 2017 [pdf]

Vatsal Shah, Megasthenis Asteris, Anastasios Kyrillidis, Sujay Sanghavi, "Trading-off variance and complexity in stochastic gradient descent", arXiv preprint arXiv:1603.06861 (2016). [pdf]

Varma, Surender, Vatsal Shah, Biplab Banerjee, Krishna Mohan Buddhiraju. "Change Detection of Desert Sand Dunes: A Remote Sensing Approach." Advances in Remote Sensing 3, no. 01 (2014): 10. [pdf]
Gadhiraju, Surender Varma, Vatsal Shah, Krishna Mohan Buddhiraju. "Segmentation of desert sand dunes." Remote sensing letters 5, no. 11 (2014): 961-970. [pdf]

Gadhiraju, S., B. Banerjee, K. Buddhiraju, V. Shah. "Unchanging Desert Sand Dunes." In AGU Fall Meeting Abstracts. 2013. [pdf]