6 papers · 1 filter
Graph-Theoretic Bounds for Non-Linear Function Computation Broadcast
Derya Malak, Vijith Kumar K. P., M. Reza Deylam Salehi
This work studies non-linear function computation broadcast (NFCB), in which a sender with access to datasets broadcasts a common message to users, each p…
Sparse In-Network Learning via Shortest-Path Backpropagation and Finite-Rate Gating
Mohammad Reza Deylam Salehi
In-network learning (INL) trains distributed neural modules by exchanging latent activations and backpropagated errors over a communication graph. This letter proposes Dijkstra-pru…
Learning-Augmented Perfectly Secure Collaborative Matrix Multiplication
Zixuan He, Mohammad Reza Deylam Salehi, Derya Malak +1
This paper presents a perfectly secure matrix multiplication (PSMM) protocol for multiparty computation (MPC) of over finite fields. The proposed sche…
Distributed Compression for Computation and Bounds on the Optimal Rate
Mohammad Reza Deylam Salehi, Derya Malak
We address the problem of distributed computation of arbitrary functions of two correlated sources and , residing in two distributed source nodes, respectively. We explo…
Non-Linear Function Computation Broadcast
Mohammad Reza Deylam Salehi, Vijith Kumar Kizhakke Purakkal, Derya Malak
This work addresses the -user computation broadcast problem consisting of a master node, that holds all datasets and users for a general class of function demands, including lin…
Multi-Server Multi-Function Distributed Computation
Derya Malak, Mohammad Reza Deylam Salehi, Berksan Serbetci +1
The work here studies the communication cost for a multi-server multi-task distributed computation framework, and does so for a broad class of functions and data statistics. Consid…