2 papers
cs.AR2025
A Compact, Low Power Transprecision ALU for Smart Edge Devices
Ayushi Dube, Gian Singh, Sarma Vrudhula
Transprecision computing (TC) is a promising approach for energy-efficient machine learning (ML) computation on resource-constrained platforms. This work presents a novel ASIC desi…
cs.LG2024
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning
Gyudong Kim, Mehdi Ghasemi, Soroush Heidari +4
Federated Learning (FL) is a practical approach to train deep learning models collaboratively across user-end devices, protecting user privacy by retaining raw data on-device. In F…