77 citations · 131 across the 14 of their papers we have counts for
4 papers · 1 filter
Wyner-Ziv Estimators for Distributed Mean Estimation with Side Information and Optimization
Prathamesh Mayekar, Shubham Jha, Ananda Theertha Suresh +1
Communication efficient distributed mean estimation is an important primitive that arises in many distributed learning and optimization scenarios such as federated learning. Withou…
Unified lower bounds for interactive high-dimensional estimation under information constraints
Jayadev Acharya, Clément L. Canonne, Ziteng Sun +1
We consider distributed parameter estimation using interactive protocols subject to local information constraints such as bandwidth limitations, local differential privacy, and res…
Interactive Inference under Information Constraints
Jayadev Acharya, Clément L. Canonne, Yuhan Liu +2
We study the role of interactivity in distributed statistical inference under information constraints, e.g., communication constraints and local differential privacy. We focus on t…
Tracking an Auto-Regressive Process with Limited Communication per Unit Time
Rooji Jinan, Parimal Parag, Himanshu Tyagi
Samples from a high-dimensional AR[1] process are observed by a sender which can communicate only finitely many bits per unit time to a receiver. The receiver seeks to form an esti…