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Suriya Gunasekar
Suriya Gunasekar
Senior Researcher, MSR Redmond
Verified email at ttic.edu - Homepage
Title
Cited by
Cited by
Year
The Implicit Bias of Gradient Descent on Separable Data
D Soudry, E Hoffer, MS Nacson, S Gunasekar, N Srebro
The Journal of Machine Learning Research, 2018
6272018
Implicit regularization in matrix factorization
S Gunasekar, BE Woodworth, S Bhojanapalli, B Neyshabur, N Srebro
Advances in Neural Information Processing Systems, 6151-6159, 2017
3182017
Learning Non-Discriminatory Predictors
B Woodworth, S Gunasekar, MI Ohannessian, N Srebro
Proceedings of the 2017 Conference on Learning Theory (COLT) 35, 2017
3072017
Implicit bias of gradient descent on linear convolutional networks
S Gunasekar, JD Lee, D Soudry, N Srebro
Advances in Neural Information Processing Systems, 9461-9471, 2018
2902018
Characterizing Implicit Bias in Terms of Optimization Geometry
S Gunasekar, J Lee, D Soudry, N Srebro
Proceedings of the 35th International Conference on Machine Learning 80 …, 2018
2862018
Kernel and Rich Regimes in Overparametrized Models
B Woodworth, S Gunasekar, JD Lee, E Moroshko, P Savarese, I Golan, ...
arXiv preprint arXiv:2002.09277, 2020
181*2020
Convergence of gradient descent on separable data
MS Nacson, J Lee, S Gunasekar, PHP Savarese, N Srebro, D Soudry
Proceedings of the 22nd International Conference on Artificial Intelligence …, 2019
1072019
Review quality aware collaborative filtering
S Raghavan, S Gunasekar, J Ghosh
Proceedings of the sixth ACM conference on Recommender systems, 123-130, 2012
632012
Implicit bias in deep linear classification: Initialization scale vs training accuracy
E Moroshko, BE Woodworth, S Gunasekar, JD Lee, N Srebro, D Soudry
Advances in neural information processing systems 33, 22182-22193, 2020
512020
Exponential family matrix completion under structural constraints
S Gunasekar, P Ravikumar, J Ghosh
International Conference on Machine Learning, 1917-1925, 2014
512014
Lexicographic and Depth-Sensitive Margins in Homogeneous and Non-Homogeneous Deep Models
MS Nacson, S Gunasekar, JD Lee, N Srebro, D Soudry
Proceedings of the 36 th International Conference on Machine Learning 97, 2019
44*2019
Noisy matrix completion using alternating minimization
S Gunasekar, A Acharya, N Gaur, J Ghosh
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2013
392013
Face detection on distorted images augmented by perceptual quality-aware features
S Gunasekar, J Ghosh, AC Bovik
IEEE transactions on information forensics and security 9 (12), 2119-2131, 2014
342014
On preserving non-discrimination when combining expert advice
A Blum, S Gunasekar, T Lykouris, N Srebro
Advances in Neural Information Processing Systems, 8376-8387, 2018
312018
Neurips 2020 competition: Predicting generalization in deep learning
Y Jiang, P Foret, S Yak, DM Roy, H Mobahi, GK Dziugaite, S Bengio, ...
arXiv preprint arXiv:2012.07976, 2020
292020
Identifiable phenotyping using constrained non-negative matrix factorization
S Joshi, S Gunasekar, D Sontag, G Joydeep
Machine Learning for Healthcare Conference, 17-41, 2016
242016
Consistent collective matrix completion under joint low rank structure
S Gunasekar, M Yamada, D Yin, Y Chang
Artificial Intelligence and Statistics, 306-314, 2015
222015
Unified view of matrix completion under general structural constraints
S Gunasekar, A Banerjee, J Ghosh
Advances in Neural Information Processing Systems, 1180-1188, 2015
162015
Mirrorless Mirror Descent: A Natural Derivation of Mirror Descent
S Gunasekar, B Woodworth, N Srebro
International Conference on Artificial Intelligence and Statistics, 2305-2313, 2021
152021
Implicit Regularization of Normalization Methods
X Wu, E Dobriban, T Ren, S Wu, Z Li, S Gunasekar, R Ward, Q Liu
arXiv preprint arXiv:1911.07956, 2019
13*2019
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