3 papers
cs.DC2025
Fault-Tolerant Decentralized Distributed Asynchronous Federated Learning with Adaptive Termination Detection
Phani Sahasra Akkinepally, Manaswini Piduguralla, Sushant Joshi +2
Federated Learning (FL) facilitates collaborative model training across distributed clients while ensuring data privacy. Traditionally, FL relies on a centralized server to coordin…
cs.CR2025
SONNI: Secure Oblivious Neural Network Inference
Luke Sperling, Sandeep S. Kulkarni
In the standard privacy-preserving Machine learning as-a-service (MLaaS) model, the client encrypts data using homomorphic encryption and uploads it to a server for computation. Th…
cs.DC2023
Eventually Lattice-Linear Algorithms
Arya Tanmay Gupta, Sandeep S Kulkarni
Lattice-linear systems allow nodes to execute asynchronously. We introduce eventually lattice-linear algorithms, where lattices are induced only among the states in a subset of the…