2 papers
cs.DC2026
Mixed-Precision Communication-Avoiding SGD for Generalized Linear Models on GPUs
Aditya Devarakonda, Irene Simó Muñoz, Giulia Guidi
Distributed stochastic gradient descent (SGD) is limited by communication rather than computation, since each iteration requires an AllReduce across processes. Communication-avoidi…
cs.DC2026
High-Performance Star-M SVD for Big Data Compression
Md Taufique Hussain, Grey Ballard, Aditya Devarakonda +3
In the era of big data, effectively compressing large datasets while performing complex mathematical operations is crucial. Tensor-based decomposition methods have shown superior c…