research
∙
08/11/2023
Sparsity and Privacy in Secret Sharing: A Fundamental Trade-Off
This work investigates the design of sparse secret sharing schemes that ...
share
research
∙
06/27/2023
Sparse and Private Distributed Matrix Multiplication with Straggler Tolerance
This paper considers the problem of outsourcing the multiplication of tw...
research
∙
06/25/2023
Private Aggregation in Wireless Federated Learning with Heterogeneous Clusters
Federated learning collaboratively trains a neural network on privately ...
research
∙
04/17/2023
Fast and Straggler-Tolerant Distributed SGD with Reduced Computation Load
In distributed machine learning, a central node outsources computational...
research
∙
12/16/2022
Nested Gradient Codes for Straggler Mitigation in Distributed Machine Learning
We consider distributed learning in the presence of slow and unresponsiv...
research
∙
06/14/2022
Efficient Private Storage of Sparse Machine Learning Data
We consider the problem of maintaining sparsity in private distributed s...
research
∙
02/16/2022