Varshney, Pramod K.
- A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning
2020/06/11 by Liu, Sijia, Chen, Pin-Yu, Kailkhura, Bhavya +3 · 26 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Convergence Analysis of Proximal Gradient with Momentum for Nonconvex Optimization
2017/05/14 by Li, Qunwei, Zhou, Yi, Liang, Yingbin +1 · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning
2021/06/19 by Prashant Khanduri, Khanduri, Prashant, Pranay Sharma +11 · 5 citations
Computer Science · Engineering · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Wireless Communication Security Techniques
- Federated Minimax Optimization: Improved Convergence Analyses and Algorithms
2022/03/09 by Pranay Sharma, Sharma, Pranay, Rohan Panda +5 · 4 citations
Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Distributed Inference with M-ary Quantized Data in the Presence of Byzantine Attacks
2013/06/17 by Siddhardh, V. Sriram, Nadendla, Han, Yunghsiang S. +1 · 1 citation
#Applications (stat.AP) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information Theory (cs.IT)
- Sparse Signal Detection with Compressive Measurements via Partial Support Set Estimation
2016/02/19 by Wimalajeewa, Thakshila, Varshney, Pramod K. · 1 citation
#Applications (stat.AP) #FOS: Computer and information sciences #Information Theory (cs.IT)
- Anomaly Detection via Learning-Based Sequential Controlled Sensing
2023/11/30 by Geethu Joseph, Chen Zhong, Joseph, Geethu +7 · 2 citations
Computer Science · Decision Sciences · #Distributed Sensor Networks and Detection Algorithms #Advanced Statistical Process Monitoring #Auction Theory and Applications
- Anomalous Example Detection in Deep Learning: A Survey
2020/03/16 by Saikiran Bulusu, Bulusu, Saikiran, Bhavya Kailkhura +7 · 1 citation
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Linear Coherent Estimation with Spatial Collaboration
2012/06/29 by Kar, Swarnendu, Varshney, Pramod K. · 1 citation
#FOS: Computer and information sciences #Information Theory (cs.IT)
- Distributed Quantized Detection of Sparse Signals Under Byzantine Attacks
2023/04/27 by Quan Chen, Yunghsiang S. Han, Quan, Chen +5 · 1 citation
Computer Science · Medicine · #Data-Driven Disease Surveillance #Distributed Sensor Networks and Detection Algorithms #FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering