3 papers
cs.DC2025
MQFQ-Sticky: Fair Queueing For Serverless GPU Functions
Alexander Fuerst, Siddharth Anil, Vishakha Dixit +3
Hardware accelerators like GPUs are now ubiquitous in data centers, but are not fully supported by common cloud abstractions such as Functions as a Service (FaaS). Many popular and…
cs.LG2025
OmniLearn: A Framework for Distributed Deep Learning over Heterogeneous Clusters
Sahil Tyagi, Prateek Sharma
Deep learning systems are optimized for clusters with homogeneous resources. However, heterogeneity is prevalent in computing infrastructure across edge, cloud and HPC. When traini…
cs.DC2024
The Jevons Paradox In Cloud Computing: A Thermodynamics Perspective
Prateek Sharma
How do we explain the simultaneous growth in energy efficiency of cloud computing and its energy consumption? The Jevons paradox provides one perspective of this phenomenon. Howeve…