Get our free extension to see links to code for papers anywhere online!

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
Super-Convergence with an Unstable Learning Rate

Feb 22, 2021
Samet Oymak


  Access Paper or Ask Questions

Sample Efficient Subspace-based Representations for Nonlinear Meta-Learning

Feb 14, 2021
Halil Ibrahim Gulluk, Yue Sun, Samet Oymak, Maryam Fazel

* To appear in ICASSP 21' 

  Access Paper or Ask Questions

Provable Benefits of Overparameterization in Model Compression: From Double Descent to Pruning Neural Networks

Dec 16, 2020
Xiangyu Chang, Yingcong Li, Samet Oymak, Christos Thrampoulidis

* to appear at AAAI 2021 

  Access Paper or Ask Questions

On the Marginal Benefit of Active Learning: Does Self-Supervision Eat Its Cake?

Nov 16, 2020
Yao-Chun Chan, Mingchen Li, Samet Oymak


  Access Paper or Ask Questions

Theoretical Insights Into Multiclass Classification: A High-dimensional Asymptotic View

Nov 16, 2020
Christos Thrampoulidis, Samet Oymak, Mahdi Soltanolkotabi

* To Appear at NeurIPS 2020. 62 pages, 7 figures 

  Access Paper or Ask Questions

Unsupervised Paraphrasing via Deep Reinforcement Learning

Jul 05, 2020
A. B. Siddique, Samet Oymak, Vagelis Hristidis


  Access Paper or Ask Questions

Statistical and Algorithmic Insights for Semi-supervised Learning with Self-training

Jun 19, 2020
Samet Oymak, Talha Cihad Gulcu

* 25 pages 

  Access Paper or Ask Questions

Exploring Weight Importance and Hessian Bias in Model Pruning

Jun 19, 2020
Mingchen Li, Yahya Sattar, Christos Thrampoulidis, Samet Oymak

* 28 pages 

  Access Paper or Ask Questions

On the Role of Dataset Quality and Heterogeneity in Model Confidence

Feb 23, 2020
Yuan Zhao, Jiasi Chen, Samet Oymak

* 25 pages, 14 figures 

  Access Paper or Ask Questions

Non-asymptotic and Accurate Learning of Nonlinear Dynamical Systems

Feb 20, 2020
Yahya Sattar, Samet Oymak


  Access Paper or Ask Questions

Generalization Guarantees for Neural Networks via Harnessing the Low-rank Structure of the Jacobian

Jul 04, 2019
Samet Oymak, Zalan Fabian, Mingchen Li, Mahdi Soltanolkotabi


  Access Paper or Ask Questions

Quickly Finding the Best Linear Model in High Dimensions

Jul 03, 2019
Yahya Sattar, Samet Oymak


  Access Paper or Ask Questions

Gradient Descent with Early Stopping is Provably Robust to Label Noise for Overparameterized Neural Networks

Apr 07, 2019
Mingchen Li, Mahdi Soltanolkotabi, Samet Oymak


  Access Paper or Ask Questions

Towards moderate overparameterization: global convergence guarantees for training shallow neural networks

Feb 12, 2019
Samet Oymak, Mahdi Soltanolkotabi


  Access Paper or Ask Questions

Overparameterized Nonlinear Learning: Gradient Descent Takes the Shortest Path?

Dec 25, 2018
Samet Oymak, Mahdi Soltanolkotabi


  Access Paper or Ask Questions

Stochastic Gradient Descent Learns State Equations with Nonlinear Activations

Sep 09, 2018
Samet Oymak

* 23 pages, 4 figures 

  Access Paper or Ask Questions

High Dimensional Data Enrichment: Interpretable, Fast, and Data-Efficient

Jun 15, 2018
Amir Asiaee, Samet Oymak, Kevin R. Coombes, Arindam Banerjee


  Access Paper or Ask Questions

Non-asymptotic Identification of LTI Systems from a Single Trajectory

Jun 14, 2018
Samet Oymak, Necmiye Ozay

* 26 pages, 8 figures 

  Access Paper or Ask Questions

Learning Compact Neural Networks with Regularization

Jun 06, 2018
Samet Oymak

* ICML 2018, 46 pages, 11 figures 

  Access Paper or Ask Questions

End-to-end Learning of a Convolutional Neural Network via Deep Tensor Decomposition

May 16, 2018
Samet Oymak, Mahdi Soltanolkotabi

* 29 pages, 12 figures 

  Access Paper or Ask Questions

Universality laws for randomized dimension reduction, with applications

Sep 17, 2017
Samet Oymak, Joel A. Tropp

* v2 and v3 with technical corrections. Code for reproducing figures available at http://users.cms.caltech.edu/~jtropp/ 

  Access Paper or Ask Questions

Learning Feature Nonlinearities with Non-Convex Regularized Binned Regression

May 20, 2017
Samet Oymak, Mehrdad Mahdavi, Jiasi Chen

* 22 pages, 7 figures 

  Access Paper or Ask Questions

Fast and Reliable Parameter Estimation from Nonlinear Observations

Oct 23, 2016
Samet Oymak, Mahdi Soltanolkotabi

* 23 pages, 4 figures 

  Access Paper or Ask Questions

Sharp Time--Data Tradeoffs for Linear Inverse Problems

Jan 05, 2016
Samet Oymak, Benjamin Recht, Mahdi Soltanolkotabi


  Access Paper or Ask Questions

Near-Optimal Bounds for Binary Embeddings of Arbitrary Sets

Dec 14, 2015
Samet Oymak, Ben Recht

* 20 pages, 4 figures 

  Access Paper or Ask Questions

Isometric sketching of any set via the Restricted Isometry Property

Oct 06, 2015
Samet Oymak, Benjamin Recht, Mahdi Soltanolkotabi

* 17 pages 

  Access Paper or Ask Questions

Parallel Correlation Clustering on Big Graphs

Jul 20, 2015
Xinghao Pan, Dimitris Papailiopoulos, Samet Oymak, Benjamin Recht, Kannan Ramchandran, Michael I. Jordan


  Access Paper or Ask Questions

The Squared-Error of Generalized LASSO: A Precise Analysis

Nov 06, 2013
Samet Oymak, Christos Thrampoulidis, Babak Hassibi


  Access Paper or Ask Questions

Finding Dense Clusters via "Low Rank + Sparse" Decomposition

Apr 27, 2011
Samet Oymak, Babak Hassibi

* 19 pages, 2 figures 

  Access Paper or Ask Questions