{"uuid":"a8a96d3d-4921-448e-a9fa-09db5950e26d","created_at":"2026-03-01T04:18UTC","updated_at":"2026-03-04T02:36UTC","title":"NEST: Network- and Memory-Aware Device Placement for Distributed Deep Learning","short_description":"This repository contains the artifact for the paper NEST: Network- and Memory-Aware Device Placement for Distributed Deep Learning (MLSys '26)","long_description":"NEST is a network-, compute-, and memory-aware framework for automatic device placement that unifies model parallelism and placement via structured dynamic programming for large-scale distributed training. This artifact provides the source code, bash scripts, and instructions necessary to reproduce the key results in the Evaluation Section for NEST and all evaluated baselines.","citation":null,"tags":["reproducible research","experiment"],"authors":[{"full_name":"Irene Wang","affiliation":"Georgia Institute of Technology","email":"irene.wang@gatech.edu"},{"full_name":"Vishnu Varma Venkata","affiliation":"Georgia Institute of Technology","email":"vvenkata35@gatech.edu"},{"full_name":"Arvind Krishnamurthy","affiliation":"University of Washington","email":"arvind@cs.washington.edu"},{"full_name":"Divya Mahajan","affiliation":"Georgia Institute of Technology","email":"divya.mahajan@gatech.edu"}],"owner_urn":"urn:trovi:user:chameleon:irene.wang@gatech.edu","roles":[{"user":"urn:trovi:user:chameleon:irene.wang@gatech.edu","role":"administrator"}],"visibility":"public","linked_projects":[],"linked_from":[],"linked_artifacts":[],"reproducibility":{"enable_requests":false,"access_hours":null,"requests":0},"versions":[{"slug":"2026-03-04","created_at":"2026-03-04T02:36UTC","contents":{"urn":"urn:trovi:contents:git:https://github.com/scai-tech/Nest@e8f1e6c38a4b5d5cb6dccf1e25f91ea2341cfca7"},"metrics":{"access_count":0,"unique_access_count":0,"unique_cell_execution_count":0},"links":[],"environment_setup":[{"type":"jupyterhub","arguments":{}}]}],"metrics":{"access_count":0,"unique_access_count":0,"unique_cell_execution_count":0}}