Alert button
Picture for Suriya Gunasekar

Suriya Gunasekar

Alert button

On preserving non-discrimination when combining expert advice

Oct 28, 2018
Avrim Blum, Suriya Gunasekar, Thodoris Lykouris, Nathan Srebro

Viaarxiv icon

Characterizing Implicit Bias in Terms of Optimization Geometry

Oct 22, 2018
Suriya Gunasekar, Jason Lee, Daniel Soudry, Nathan Srebro

Figure 1 for Characterizing Implicit Bias in Terms of Optimization Geometry
Viaarxiv icon

Convergence of Gradient Descent on Separable Data

Jun 12, 2018
Mor Shpigel Nacson, Jason Lee, Suriya Gunasekar, Pedro H. P. Savarese, Nathan Srebro, Daniel Soudry

Figure 1 for Convergence of Gradient Descent on Separable Data
Figure 2 for Convergence of Gradient Descent on Separable Data
Figure 3 for Convergence of Gradient Descent on Separable Data
Figure 4 for Convergence of Gradient Descent on Separable Data
Viaarxiv icon

Implicit Bias of Gradient Descent on Linear Convolutional Networks

Jun 01, 2018
Suriya Gunasekar, Jason Lee, Daniel Soudry, Nathan Srebro

Figure 1 for Implicit Bias of Gradient Descent on Linear Convolutional Networks
Viaarxiv icon

The Implicit Bias of Gradient Descent on Separable Data

Mar 21, 2018
Daniel Soudry, Elad Hoffer, Mor Shpigel Nacson, Suriya Gunasekar, Nathan Srebro

Figure 1 for The Implicit Bias of Gradient Descent on Separable Data
Figure 2 for The Implicit Bias of Gradient Descent on Separable Data
Figure 3 for The Implicit Bias of Gradient Descent on Separable Data
Figure 4 for The Implicit Bias of Gradient Descent on Separable Data
Viaarxiv icon

Learning Non-Discriminatory Predictors

Nov 01, 2017
Blake Woodworth, Suriya Gunasekar, Mesrob I. Ohannessian, Nathan Srebro

Viaarxiv icon

Implicit Regularization in Matrix Factorization

May 25, 2017
Suriya Gunasekar, Blake Woodworth, Srinadh Bhojanapalli, Behnam Neyshabur, Nathan Srebro

Figure 1 for Implicit Regularization in Matrix Factorization
Figure 2 for Implicit Regularization in Matrix Factorization
Figure 3 for Implicit Regularization in Matrix Factorization
Figure 4 for Implicit Regularization in Matrix Factorization
Viaarxiv icon

Preference Completion from Partial Rankings

Nov 14, 2016
Suriya Gunasekar, Oluwasanmi Koyejo, Joydeep Ghosh

Figure 1 for Preference Completion from Partial Rankings
Figure 2 for Preference Completion from Partial Rankings
Figure 3 for Preference Completion from Partial Rankings
Viaarxiv icon

Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization

Sep 20, 2016
Shalmali Joshi, Suriya Gunasekar, David Sontag, Joydeep Ghosh

Figure 1 for Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization
Figure 2 for Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization
Figure 3 for Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization
Figure 4 for Identifiable Phenotyping using Constrained Non-Negative Matrix Factorization
Viaarxiv icon

Unified View of Matrix Completion under General Structural Constraints

Mar 29, 2016
Suriya Gunasekar, Arindam Banerjee, Joydeep Ghosh

Viaarxiv icon