NEST: Network- and Memory-Aware Device Placement for Distributed Deep Learning
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2026
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| _version_ | 1866902094564294656 |
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| author | Wang, Irene Venkata, Vishnu Varma Krishnamurthy, Arvind Mahajan, Divya |
| author_facet | Wang, Irene Venkata, Vishnu Varma Krishnamurthy, Arvind Mahajan, Divya |
| contents | <p>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 reported in the paper for NEST and all evaluated baselines.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18826203 |
| institution | Zenodo |
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| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | NEST: Network- and Memory-Aware Device Placement for Distributed Deep Learning Wang, Irene Venkata, Vishnu Varma Krishnamurthy, Arvind Mahajan, Divya <p>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 reported in the paper for NEST and all evaluated baselines.</p> |
| title | NEST: Network- and Memory-Aware Device Placement for Distributed Deep Learning |
| url | https://doi.org/10.5281/zenodo.18826203 |