Suriya Gunasekar

Most-cited papers

The Implicit Bias of Gradient Descent on Separable Data
Daniel Soudry, Elad Hoffer, Suriya Gunasekar, N. Srebro
2017Journal of machine learning research1,187 citations
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Textbooks Are All You Need II: phi-1.5 technical report
Yuan-Fang Li, Sébastien Bubeck, Ronen Eldan, A. Giorno +2 more
2023arXiv.org703 citations Open access
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Textbooks Are All You Need
Suriya Gunasekar, Yi Zhang, J. Aneja, C. C. T. Mendes +15 more
2023arXiv.org685 citations
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Implicit Regularization in Matrix Factorization
Suriya Gunasekar, Blake E. Woodworth, Srinadh Bhojanapalli, Behnam Neyshabur +1 more
2017Information Theory and Applications Workshop612 citations Open access
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Characterizing Implicit Bias in Terms of Optimization Geometry
Suriya Gunasekar, Jason D. Lee, Daniel Soudry, N. Srebro
2018International Conference on Machine Learning507 citations
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Implicit Bias of Gradient Descent on Linear Convolutional Networks
Suriya Gunasekar, Jason D. Lee, Daniel Soudry, N. Srebro
2018Neural Information Processing Systems493 citations
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Kernel and Rich Regimes in Overparametrized Models
Blake E. Woodworth, Suriya Gunasekar, J. Lee, E. Moroshko +4 more
2019Annual Conference Computational Learning Theory465 citations
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Learning Non-Discriminatory Predictors
Blake E. Woodworth, Suriya Gunasekar, Mesrob I. Ohannessian, N. Srebro
2017Annual Conference Computational Learning Theory409 citations
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Convergence of Gradient Descent on Separable Data
M. S. Nacson, J. Lee, Suriya Gunasekar, Pedro Henrique Pamplona Savarese +2 more
2018International Conference on Artificial Intelligence and Statistics200 citations
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Unveiling Transformers with LEGO: a synthetic reasoning task
Yi Zhang, A. Backurs, Sébastien Bubeck, Ronen Eldan +2 more
2022arXiv.org118 citations Open access
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Lexicographic and Depth-Sensitive Margins in Homogeneous and Non-Homogeneous Deep Models
M. S. Nacson, Suriya Gunasekar, J. Lee, N. Srebro +1 more
2019International Conference on Machine Learning103 citations
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Implicit Bias in Deep Linear Classification: Initialization Scale vs Training Accuracy
E. Moroshko, Suriya Gunasekar, Blake E. Woodworth, J. Lee +2 more
2020Neural Information Processing Systems98 citations
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Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models
Mert Yuksekgonul, Varun Chandrasekaran, Erik Jones, Suriya Gunasekar +4 more
2023International Conference on Learning Representations81 citations Open access
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NeurIPS 2020 Competition: Predicting Generalization in Deep Learning
Yiding Jiang, Pierre Foret, Scott Yak, Daniel M. Roy +6 more
2020arXiv.org59 citations
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Review quality aware collaborative filtering
Sindhu V. Raghavan, Suriya Gunasekar, Joydeep Ghosh
2012ACM Conference on Recommender Systems57 citations
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(S)GD over Diagonal Linear Networks: Implicit bias, Large Stepsizes and Edge of Stability
Mathieu Even, Scott Pesme, Suriya Gunasekar, Nicolas Flammarion
2023Neural Information Processing Systems42 citations
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Exponential Family Matrix Completion under Structural Constraints
Suriya Gunasekar, P. Ravikumar, Joydeep Ghosh
2014International Conference on Machine Learning41 citations
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How to Fine-Tune Vision Models with SGD
Ananya Kumar, Ruoqi Shen, Sébastien Bubeck, Suriya Gunasekar
2022International Conference on Learning Representations40 citations Open access
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Neural-Sim: Learning to Generate Training Data with NeRF
Yun-Hao Ge, Harkirat Singh Behl, Jiashu Xu, Suriya Gunasekar +5 more
2022European Conference on Computer Vision39 citations Open access
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Mirrorless Mirror Descent: A Natural Derivation of Mirror Descent
Suriya Gunasekar, Blake E. Woodworth, N. Srebro
2020International Conference on Artificial Intelligence and Statistics36 citations
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Noisy Matrix Completion Using Alternating Minimization
Suriya Gunasekar, A. Acharya, Neeraj Gaur, Joydeep Ghosh
2013ECML/PKDD34 citations Open access
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Kernel and Deep Regimes in Overparametrized Models
Blake E. Woodworth, Suriya Gunasekar, J. Lee, Daniel Soudry +1 more
2019arXiv.org33 citations
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On preserving non-discrimination when combining expert advice
Avrim Blum, Suriya Gunasekar, Thodoris Lykouris, N. Srebro
2018Neural Information Processing Systems33 citations
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Implicit Regularization and Convergence for Weight Normalization
Xiaoxia Wu, Edgar Dobriban, Tongzheng Ren, Shanshan Wu +4 more
2019Neural Information Processing Systems30 citations
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Face Detection on Distorted Images Augmented by Perceptual Quality-Aware Features
Suriya Gunasekar, Joydeep Ghosh, A. Bovik
2014IEEE Transactions on Information Forensics and Security30 citations
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Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization
Shalmali Joshi, Suriya Gunasekar, D. Sontag, Joydeep Ghosh
2016Machine Learning in Health Care25 citations
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Inductive Bias of Multi-Channel Linear Convolutional Networks with Bounded Weight Norm
Meena Jagadeesan, Ilya P. Razenshteyn, Suriya Gunasekar
2021Annual Conference Computational Learning Theory23 citations
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Methods and Analysis of The First Competition in Predicting Generalization of Deep Learning
Yiding Jiang, Parth Natekar, Manik Sharma, Sumukh K Aithal +12 more
2020Neural Information Processing Systems23 citations
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Consistent Collective Matrix Completion under Joint Low Rank Structure
Suriya Gunasekar, Makoto Yamada, Da-Wei Yin, Yi Chang
2014International Conference on Artificial Intelligence and Statistics23 citations
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Data Augmentation as Feature Manipulation: a story of desert cows and grass cows
Ruoqi Shen, Sébastien Bubeck, Suriya Gunasekar
2022International Conference on Machine Learning16 citations Open access
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Phenotyping using Structured Collective Matrix Factorization of Multi--source EHR Data
Suriya Gunasekar, Joyce Ho, Joydeep Ghosh, S. Kreml +4 more
201616 citations
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Mirrorless Mirror Descent: A More Natural Discretization of Riemannian Gradient Flow
Suriya Gunasekar, Blake E. Woodworth, N. Srebro
2020arXiv.org14 citations
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Implicit Regularization of Normalization Methods
Xiaoxia Wu, Edgar Dobriban, Tongzheng Ren, Shanshan Wu +4 more
2019arXiv.org14 citations
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Preference Completion from Partial Rankings
Suriya Gunasekar, O. Koyejo, Joydeep Ghosh
2016Neural Information Processing Systems12 citations
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Unified View of Matrix Completion under General Structural Constraints
Suriya Gunasekar, Arindam Banerjee, Joydeep Ghosh
2015Neural Information Processing Systems12 citations
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Molecular structure, FT-IR and FT-Raman spectra and HOMOLUMOanalysis of 2-methoxy-4-nitroaniline using ab initio HF andDFT (B3LYP/B3PW91) calculations
P.Udhayakala, A. Jayanthi, T. Rajendiran, Suriya Gunasekar
20117 citations
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Lower Bound for Randomized First Order Convex Optimization
Blake E. Woodworth, Suriya Gunasekar, Mesrob I. Ohannessian, N. Srebro
20176 citations
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Face detection on distorted images using perceptual quality-aware features
Suriya Gunasekar, Joydeep Ghosh, A. Bovik
2014Electronic imaging6 citations
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Generalization to translation shifts: a study in architectures and augmentations
Suriya Gunasekar
2022arXiv.org2 citations Open access
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A survey on using side information in recommendation systems
Suriya Gunasekar
20122 citations
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Mining structured matrices in high dimensions
Suriya Gunasekar
20161 citations
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Amyand's hernia in neonate: a case report
N. Rahman, Suriya Gunasekar, A. M. Lela
20140 citations
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