A General Framework for Distributed Inference with Uncertain Models

Nov 20, 2020
James Z. Hare, Cesar A. Uribe, Lance Kaplan, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Gradient-Based Empirical Risk Minimization using Local Polynomial Regression

Nov 04, 2020
Ali Jadbabaie, Anuran Makur, Devavrat Shah

  Model/Code   API Access   Call/Text an Expert

* 34 pages 

  Access Paper or Ask Questions

A Distributed Cubic-Regularized Newton Method for Smooth Convex Optimization over Networks

Jul 07, 2020
César A. Uribe, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 22 pages, 2 figures. Preprint, under review 

  Access Paper or Ask Questions

GAT-GMM: Generative Adversarial Training for Gaussian Mixture Models

Jun 18, 2020
Farzan Farnia, William Wang, Subhro Das, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Robust Federated Learning: The Case of Affine Distribution Shifts

Jun 16, 2020
Amirhossein Reisizadeh, Farzan Farnia, Ramtin Pedarsani, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Estimation of Skill Distributions

Jun 15, 2020
Ali Jadbabaie, Anuran Makur, Devavrat Shah

  Model/Code   API Access   Call/Text an Expert

* 37 pages, 1 figure 

  Access Paper or Ask Questions

Stochastic Optimization with Non-stationary Noise

Jun 09, 2020
Jingzhao Zhang, Hongzhou Lin, Subhro Das, Suvrit Sra, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

On Complexity of Finding Stationary Points of Nonsmooth Nonconvex Functions

Feb 16, 2020
Jingzhao Zhang, Hongzhou Lin, Stefanie Jegelka, Ali Jadbabaie, Suvrit Sra

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization

Oct 12, 2019
Amirhossein Reisizadeh, Aryan Mokhtari, Hamed Hassani, Ali Jadbabaie, Ramtin Pedarsani

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Non-Bayesian Social Learning with Uncertain Models

Sep 27, 2019
James Z. Hare, Cesar A. Uribe, Lance Kaplan, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Are deep ResNets provably better than linear predictors?

Jul 09, 2019
Chulhee Yun, Suvrit Sra, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 17 pages 

  Access Paper or Ask Questions

Analysis of Gradient Clipping and Adaptive Scaling with a Relaxed Smoothness Condition

May 28, 2019
Jingzhao Zhang, Tianxing He, Suvrit Sra, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Resilient Non-Submodular Maximization over Matroid Constraints

Dec 06, 2018
Vasileios Tzoumas, Ali Jadbabaie, George J. Pappas

  Model/Code   API Access   Call/Text an Expert

* arXiv admin note: substantial text overlap with arXiv:1803.07954. Correction on problem statement (Problem 1), and change in authors' info 

  Access Paper or Ask Questions

Finite sample expressive power of small-width ReLU networks

Oct 17, 2018
Chulhee Yun, Suvrit Sra, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 17 pages, 2 figures 

  Access Paper or Ask Questions

Escaping Saddle Points in Constrained Optimization

Oct 09, 2018
Aryan Mokhtari, Asuman Ozdaglar, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Efficiently testing local optimality and escaping saddles for ReLU networks

Sep 28, 2018
Chulhee Yun, Suvrit Sra, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 25 pages 

  Access Paper or Ask Questions

Small nonlinearities in activation functions create bad local minima in neural networks

Sep 28, 2018
Chulhee Yun, Suvrit Sra, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 36 pages 

  Access Paper or Ask Questions

Direct Runge-Kutta Discretization Achieves Acceleration

Sep 14, 2018
Jingzhao Zhang, Aryan Mokhtari, Suvrit Sra, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 24 pages. 4 figures 

  Access Paper or Ask Questions

Blind Community Detection from Low-rank Excitations of a Graph Filter

Sep 05, 2018
Hoi-To Wai, Santiago Segarra, Asuman E. Ozdaglar, Anna Scaglione, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 13 pages, 7 figures 

  Access Paper or Ask Questions

Bayesian Decision Making in Groups is Hard

Jul 14, 2018
Jan Hązła, Ali Jadbabaie, Elchanan Mossel, M. Amin Rahimian

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

LQG Control and Sensing Co-design

Jul 05, 2018
Vasileios Tzoumas, Luca Carlone, George J. Pappas, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* Extended version of our paper arXiv:1709.08826 (appeared at the American Control Conference (ACC), June 2018), that also includes contributions to the literature of submodular function optimization 

  Access Paper or Ask Questions

Resilient Monotone Sequential Maximization

Mar 25, 2018
Vasileios Tzoumas, Ali Jadbabaie, George J. Pappas

  Model/Code   API Access   Call/Text an Expert

* correction of typos 

  Access Paper or Ask Questions

Global optimality conditions for deep neural networks

Mar 24, 2018
Chulhee Yun, Suvrit Sra, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 14 pages. A camera-ready version that will appear at ICLR 2018 

  Access Paper or Ask Questions

Simplicial Closure and Higher-order Link Prediction

Feb 20, 2018
Austin R. Benson, Rediet Abebe, Michael T. Schaub, Ali Jadbabaie, Jon Kleinberg

  Model/Code   API Access   Call/Text an Expert

  Access Paper or Ask Questions

Sensing-Constrained LQG Control

Sep 26, 2017
Vasileios Tzoumas, Luca Carlone, George J. Pappas, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* to appear at the American Control Conference (ACC), June 2018 

  Access Paper or Ask Questions

An Online Optimization Approach for Multi-Agent Tracking of Dynamic Parameters in the Presence of Adversarial Noise

Feb 21, 2017
Shahin Shahrampour, Ali Jadbabaie

  Model/Code   API Access   Call/Text an Expert

* 8 pages, To appear in American Control Conference 2017 

  Access Paper or Ask Questions