Raghav Somani

According to our database, Raghav Somani authored at least 12 papers between 2017 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2022

Stochastic optimization on matrices and a graphon McKean-Vlasov limit.

Zaïd Harchaoui, Sewoong Oh, Soumik Pal, Raghav Somani, Raghavendra Tripathi

CoRR, 2022

2021

Gradient flows on graphons: existence, convergence, continuity equations.

Sewoong Oh, Soumik Pal, Raghav Somani, Raghav Tripathi

CoRR, 2021

SPECTRE: Defending Against Backdoor Attacks Using Robust Statistics.

Jonathan Hayase, Weihao Kong, Raghav Somani, Sewoong Oh

CoRR, 2021

LLC: Accurate, Multi-purpose Learnt Low-dimensional Binary Codes.

Aditya Kusupati, Matthew Wallingford, Vivek Ramanujan, Raghav Somani, Jae Sung Park, Krishna Pillutla, Prateek Jain, Sham M. Kakade, Ali Farhadi

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Defense against backdoor attacks via robust covariance estimation.

Jonathan Hayase, Weihao Kong, Raghav Somani, Sewoong Oh

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

Robust Meta-learning for Mixed Linear Regression with Small Batches.

Weihao Kong, Raghav Somani, Sham M. Kakade, Sewoong Oh

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Soft Threshold Weight Reparameterization for Learnable Sparsity.

Aditya Kusupati, Vivek Ramanujan, Raghav Somani, Mitchell Wortsman, Prateek Jain, Sham M. Kakade, Ali Farhadi

Proceedings of the 37th International Conference on Machine Learning, 2020

Meta-learning for Mixed Linear Regression.

Weihao Kong, Raghav Somani, Zhao Song, Sham M. Kakade, Sewoong Oh

Proceedings of the 37th International Conference on Machine Learning, 2020

2019

Non-Gaussianity of Stochastic Gradient Noise.

Abhishek Panigrahi, Raghav Somani, Navin Goyal, Praneeth Netrapalli

CoRR, 2019

Clustered Monotone Transforms for Rating Factorization.

Gaurush Hiranandani, Raghav Somani, Oluwasanmi Koyejo, Sreangsu Acharyya

Proceedings of the Twelfth ACM International Conference on Web Search and Data Mining, 2019

2018

Support Recovery for Orthogonal Matching Pursuit: Upper and Lower bounds.

Raghav Somani, Chirag Gupta, Prateek Jain, Praneeth Netrapalli

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

2017

A case study of Empirical Bayes in User-Movie Recommendation system.

Arabin Kumar Dey, Raghav Somani, Sreangsu Acharyya

CoRR, 2017