Suriya Gunasekar
Suriya Gunasekar
Senior Researcher, MSR Redmond
Verified email at ttic.edu - Homepage
TitleCited byYear
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
1382018
Learning Non-Discriminatory Predictors
B Woodworth, S Gunasekar, MI Ohannessian, N Srebro
Proceedings of the 2017 Conference on Learning Theory (COLT) 35, 2017
882017
Implicit regularization in matrix factorization
S Gunasekar, BE Woodworth, S Bhojanapalli, B Neyshabur, N Srebro
Advances in Neural Information Processing Systems, 6151-6159, 2017
742017
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
582018
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
552018
Review quality aware collaborative filtering
S Raghavan, S Gunasekar, J Ghosh
Proceedings of the sixth ACM conference on Recommender systems, 123-130, 2012
452012
Exponential family matrix completion under structural constraints
S Gunasekar, P Ravikumar, J Ghosh
International Conference on Machine Learning, 1917-1925, 2014
312014
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
312013
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
232019
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
232014
Consistent collective matrix completion under joint low rank structure
S Gunasekar, M Yamada, D Yin, Y Chang
Artificial Intelligence and Statistics, 306-314, 2015
202015
Identifiable phenotyping using constrained Non-Negative matrix factorization
S Joshi, S Gunasekar, D Sontag, J Ghosh
arXiv preprint arXiv:1608.00704, 2016
142016
Unified view of matrix completion under general structural constraints
S Gunasekar, A Banerjee, J Ghosh
Advances in Neural Information Processing Systems, 1180-1188, 2015
112015
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
82019
Preference Completion from Partial Rankings
S Gunasekar, OO Koyejo, J Ghosh
Advances in Neural Information Processing Systems, 1370-1378, 2016
82016
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
72018
Phenotyping using Structured Collective Matrix Factorization of Multi--source EHR Data
S Gunasekar, JC Ho, J Ghosh, S Kreml, AN Kho, JC Denny, BA Malin, ...
arXiv preprint arXiv:1609.04466, 2016
72016
Face detection on distorted images using perceptual quality-aware features
S Gunasekar, J Ghosh, AC Bovik
Human Vision and Electronic Imaging XIX 9014, 90141E, 2014
52014
Kernel and Deep Regimes in Overparametrized Models
B Woodworth, S Gunasekar, J Lee, D Soudry, N Srebro
arXiv preprint arXiv:1906.05827, 2019
22019
A survey on using side information in recommendation systems
S Gunasekar
22012
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Articles 1–20