4 papers
Privacy-Preserving Coding Schemes for Multi-Access Distributed Computing Models
Shanuja Sasi
Distributed computing frameworks such as MapReduce have become essential for large-scale data processing by decomposing tasks across multiple nodes. The multi-access distributed co…
Secure Decentralized Pliable Index Coding for Target Data Size
Anjali Padmanabhan, Danya Arun Bindhu, Nujoom Sageer Karat +1
Decentralized Pliable Index Coding (DPIC) problem addresses efficient information exchange in distributed systems where clients communicate among themselves without a central serve…
Novel Constructions for Computation and Communication Trade-offs in Private Coded Distributed Computing
Shanuja Sasi, Onur Günlü
Distributed computing enables scalable machine learning by distributing tasks across multiple nodes, but ensuring privacy in such systems remains a challenge. This paper introduces…
Communication-Efficient Distributed Computing Through Combinatorial Multi-Access Models
Shanuja Sasi, Onur Günlü
This paper explores the multi-access distributed computing (MADC) model, a novel distributed computing framework where mapper and reducer nodes are distinct entities. Unlike tradit…