Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Automap: Towards Ergonomic Automated Parallelism for ML Models


Dec 06, 2021
Michael Schaarschmidt , Dominik Grewe , Dimitrios Vytiniotis , Adam Paszke , Georg Stefan Schmid , Tamara Norman , James Molloy , Jonathan Godwin , Norman Alexander Rink , Vinod Nair , Dan Belov

* Workshop on ML for Systems at NeurIPS 2021 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Memory-efficient array redistribution through portable collective communication


Dec 02, 2021
Norman A. Rink , Adam Paszke , Dimitrios Vytiniotis , Georg Stefan Schmid


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Synthesizing Optimal Parallelism Placement and Reduction Strategies on Hierarchical Systems for Deep Learning


Oct 20, 2021
Ningning Xie , Tamara Norman , Dominik Grewe , Dimitrios Vytiniotis

* Submitted to the 5th MLSys Conference 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Gradient Forward-Propagation for Large-Scale Temporal Video Modelling


Jul 12, 2021
Mateusz Malinowski , Dimitrios Vytiniotis , Grzegorz Swirszcz , Viorica Patraucean , Joao Carreira

* Accepted to CVPR 2021. arXiv admin note: text overlap with arXiv:2001.06232 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Efficient Differentiable Programming in a Functional Array-Processing Language


Jun 06, 2018
Amir Shaikhha , Andrew Fitzgibbon , Dimitrios Vytiniotis , Simon Peyton Jones , Christoph Koch


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

AMPNet: Asynchronous Model-Parallel Training for Dynamic Neural Networks


Jun 22, 2017
Alexander L. Gaunt , Matthew A. Johnson , Maik Riechert , Daniel Tarlow , Ryota Tomioka , Dimitrios Vytiniotis , Sam Webster

* 17 pages, 13 figures 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Measuring Neural Net Robustness with Constraints


Jun 16, 2017
Osbert Bastani , Yani Ioannou , Leonidas Lampropoulos , Dimitrios Vytiniotis , Aditya Nori , Antonio Criminisi


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email