2 papers
cs.PF2026
Benchmarking Storage Systems for Machine Learning Workloads Using NIO Bench
Jonathan W. Morris, Ionut Mistreanu, Connor Louie
Machine learning training workloads place unique demands on storage systems, yet most existing benchmarks focus on computational throughput rather than file system I/O behavior. We…
cs.LG2025
A Standardized Benchmark for Machine-Learned Molecular Dynamics using Weighted Ensemble Sampling
Alexander Aghili, Andy Bruce, Daniel Sabo +5
The rapid evolution of molecular dynamics (MD) methods, including machine-learned dynamics, has outpaced the development of standardized tools for method validation. Objective comp…