Coarsening Optimization for Differentiable Programming

no code implementations • 5 Oct 2021 • Xipeng Shen, Guoqiang Zhang, Irene Dea, Samantha Andow, Emilio Arroyo-Fang, Neal Gafter, Johann George, Melissa Grueter, Erik Meijer, Steffi Stumpos, Alanna Tempest, Christy Warden, Shannon Yang

This paper presents a novel optimization for differentiable programming named coarsening optimization.

Ownership at Large -- Open Problems and Challenges in Ownership Management

no code implementations • 15 Apr 2020 • John Ahlgren, Maria Eugenia Berezin, Kinga Bojarczuk, Elena Dulskyte, Inna Dvortsova, Johann George, Natalija Gucevska, Mark Harman, Shan He, Ralf Lämmel, Erik Meijer, Silvia Sapora, Justin Spahr-Summers

Software-intensive organizations rely on large numbers of software assets of different types, e. g., source-code files, tables in the data warehouse, and software configurations.

BIG-bench Machine Learning Management

WES: Agent-based User Interaction Simulation on Real Infrastructure

no code implementations • 11 Apr 2020 • John Ahlgren, Maria Eugenia Berezin, Kinga Bojarczuk, Elena Dulskyte, Inna Dvortsova, Johann George, Natalija Gucevska, Mark Harman, Ralf Lämmel, Erik Meijer, Silvia Sapora, Justin Spahr-Summers

We introduce the Web-Enabled Simulation (WES) research agenda, and describe FACEBOOK's WW system.

BIG-bench Machine Learning