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
Decentralized Federated Learning via Mutual Knowledge Transfer

Dec 24, 2020
Chengxi Li, Gang Li, Pramod K. Varshney

* Currently under review 

  Access Paper or Ask Questions

Zeroth-Order Hybrid Gradient Descent: Towards A Principled Black-Box Optimization Framework

Dec 21, 2020
Pranay Sharma, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Xue Lin, Pramod K. Varshney

* 27 pages, 3 figures 

  Access Paper or Ask Questions

A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning

Jun 21, 2020
Sijia Liu, Pin-Yu Chen, Bhavya Kailkhura, Gaoyuan Zhang, Alfred Hero, Pramod K. Varshney

* IEEE Signal Processing Magazine 

  Access Paper or Ask Questions

Anomaly Detection Under Controlled Sensing Using Actor-Critic Reinforcement Learning

May 26, 2020
Geethu Joseph, M. Cenk Gursoy, Pramod K. Varshney

* 5 pages, 2 figures, accepted at 2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) 

  Access Paper or Ask Questions

Anomalous Instance Detection in Deep Learning: A Survey

Mar 16, 2020
Saikiran Bulusu, Bhavya Kailkhura, Bo Li, Pramod K. Varshney, Dawn Song


  Access Paper or Ask Questions

Parallel Restarted SPIDER -- Communication Efficient Distributed Nonconvex Optimization with Optimal Computation Complexity

Dec 12, 2019
Pranay Sharma, Prashant Khanduri, Saikiran Bulusu, Ketan Rajawat, Pramod K. Varshney


  Access Paper or Ask Questions

Prospect Theory Based Crowdsourcing for Classification in the Presence of Spammers

Sep 03, 2019
Baocheng Geng, Qunwei Li, Pramod K. Varshney

* 14 pages, 6 figures 

  Access Paper or Ask Questions

K-medoids Clustering of Data Sequences with Composite Distributions

Jul 31, 2018
Tiexing Wang, Qunwei Li, Donald J. Bucci, Yingbin Liang, Biao Chen, Pramod K. Varshney

* 12 two-column pages, submitted to IEEE Transactions on Signal Processing 

  Access Paper or Ask Questions

Why Interpretability in Machine Learning? An Answer Using Distributed Detection and Data Fusion Theory

Jun 25, 2018
Kush R. Varshney, Prashant Khanduri, Pranay Sharma, Shan Zhang, Pramod K. Varshney

* presented at 2018 ICML Workshop on Human Interpretability in Machine Learning (WHI 2018), Stockholm, Sweden 

  Access Paper or Ask Questions

Robust Decentralized Learning Using ADMM with Unreliable Agents

May 21, 2018
Qunwei Li, Bhavya Kailkhura, Ryan Goldhahn, Priyadip Ray, Pramod K. Varshney

* 23 pages 

  Access Paper or Ask Questions

Decision Tree Design for Classification in Crowdsourcing Systems

May 01, 2018
Baocheng Geng, Qunwei Li, Pramod K. Varshney

* two columns, 6 pages 

  Access Paper or Ask Questions

Human-Machine Inference Networks For Smart Decision Making: Opportunities and Challenges

Jan 29, 2018
Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney


  Access Paper or Ask Questions

A Spectral Approach for the Design of Experiments: Design, Analysis and Algorithms

Dec 16, 2017
Bhavya Kailkhura, Jayaraman J. Thiagarajan, Charvi Rastogi, Pramod K. Varshney, Peer-Timo Bremer


  Access Paper or Ask Questions

A Memristor-Based Optimization Framework for AI Applications

Oct 18, 2017
Sijia Liu, Yanzhi Wang, Makan Fardad, Pramod K. Varshney


  Access Paper or Ask Questions

Convergence Analysis of Proximal Gradient with Momentum for Nonconvex Optimization

May 14, 2017
Qunwei Li, Yi Zhou, Yingbin Liang, Pramod K. Varshney

* Accepted in ICML 2017, 9 papes, 4 figures 

  Access Paper or Ask Questions

Influential Node Detection in Implicit Social Networks using Multi-task Gaussian Copula Models

Nov 30, 2016
Qunwei Li, Bhavya Kailkhura, Jayaraman J. Thiagarajan, Zhenliang Zhang, Pramod K. Varshney

* NIPS 2016 Workshop, JMLR: Workshop and Conference Proceedings 

  Access Paper or Ask Questions

Towards the Design of Prospect-Theory based Human Decision Rules for Hypothesis Testing

Oct 04, 2016
V. Sriram Siddhardh Nadendla, Swastik Brahma, Pramod K. Varshney

* 8 pages, 5 figures, Presented at the 54th Annual Allerton Conference on Communication, Control, and Computing, 2016 

  Access Paper or Ask Questions

Universal Collaboration Strategies for Signal Detection: A Sparse Learning Approach

Jun 28, 2016
Prashant Khanduri, Bhavya Kailkhura, Jayaraman J. Thiagarajan, Pramod K. Varshney


  Access Paper or Ask Questions

Multi-object Classification via Crowdsourcing with a Reject Option

Jun 10, 2016
Qunwei Li, Aditya Vempaty, Lav R. Varshney, Pramod K. Varshney

* two column, 15 pages, 8 figures, submitted to IEEE Trans. Signal Process 

  Access Paper or Ask Questions

Consensus based Detection in the Presence of Data Falsification Attacks

Apr 14, 2015
Bhavya Kailkhura, Swastik Brahma, Pramod K. Varshney


  Access Paper or Ask Questions

Hybrid Maximum Likelihood Modulation Classification Using Multiple Radios

Jun 11, 2013
Onur Ozdemir, Ruoyu Li, Pramod K. Varshney


  Access Paper or Ask Questions