Showing cs.DCShow all
3 papers · 1 filter
cs.DC2026
CCL-Bench 1.0: A Trace-Based Benchmark for LLM Infrastructure
Eric Ding, Byungsoo Oh, Bhaskar Kataria +8
Evaluative claims about LLM infrastructure -- ``workload X is fastest on hardware Y with software Z'' -- depend on a complex configuration space spanning hardware accelerators, int…
cs.DC2025
Propius: A Platform for Collaborative Machine Learning across the Edge and the Cloud
Eric Ding
Collaborative Machine Learning is a paradigm in the field of distributed machine learning, designed to address the challenges of data privacy, communication overhead, and model het…
cs.DC2025
Venn: Resource Management for Collaborative Learning Jobs
Jiachen Liu, Fan Lai, Ding Ding +2
In recent years, collaborative learning (CL) has emerged as a promising approach for machine learning (ML) and data science across distributed edge devices. As the deployment of CL…