DiLoCo: Distributed Low-Communication Training of Language Models

14 November 2023

Papers citing "DiLoCo: Distributed Low-Communication Training of Language Models"

7 / 7 papers shown

Title
Pseudo-Asynchronous Local SGD: Robust and Efficient Data-Parallel Training Hiroki Naganuma Xinzhi Zhang Man-Chung Yue Ioannis Mitliagkas Philipp A. Witte Russell J. Hewett Yin Tat Lee 55 0 0 25 Apr 2025
Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training Jared Fernandez Luca Wehrstedt Leonid Shamis Mostafa Elhoushi Kalyan Saladi Yonatan Bisk Emma Strubell Jacob Kahn 79 3 0 20 Nov 2024
Revisiting Reliability in Large-Scale Machine Learning Research Clusters Apostolos Kokolis Michael Kuchnik John Hoffman Adithya Kumar Parth Malani Faye Ma Zachary DeVito S. Kalyan Saladi Carole-Jean Wu 40 7 0 29 Oct 2024
DEPT: Decoupled Embeddings for Pre-training Language Models Alex Iacob Lorenzo Sani Meghdad Kurmanji William F. Shen Xinchi Qiu Dongqi Cai Yan Gao Nicholas D. Lane VLM 36 0 0 07 Oct 2024
No Need to Talk: Asynchronous Mixture of Language Models Anastasiia Filippova Angelos Katharopoulos David Grangier Ronan Collobert MoE 27 0 0 04 Oct 2024
WARP: On the Benefits of Weight Averaged Rewarded Policies Alexandre Ramé Johan Ferret Nino Vieillard Robert Dadashi Léonard Hussenot Pierre-Louis Cedoz Pier Giuseppe Sessa Sertan Girgin Arthur Douillard Olivier Bachem 39 13 0 24 Jun 2024
Diverse Weight Averaging for Out-of-Distribution Generalization Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 186 128 0 19 May 2022