7 papers
Spectrum Anomaly Detection in OFDMA Systems: Simulation Framework and Benchmark Dataset
Anton Schösser, Mohammadhadi Salehi, Sinuo Ma +2
Wireless connectivity underpins modern society and industry, enabling critical applications such as 5G ultra-reliable low-latency communication (URLLC) for industrial automation. H…
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…
Expert Routing for Communication-Efficient MoE via Finite Expert Banks
Mohammad Reza Deylam Salehi, Ali Khalesi
Resource-efficient machine learning increasingly uses sparse Mixture-of-Experts (MoE) architectures, where the gate acts as both a learning component and a routing interface contro…
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…