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source/_data/SymbioticLab.bib

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@@ -2045,15 +2045,17 @@ @Article{ai-eval-framework:arxiv25
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}
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@InProceedings{venn:mlsys25,
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author = {Jiachen Liu and Fan Lai and Ding Ding and Yiwen Zhang and Mosharaf Chowdhury},
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title = {Venn: Resource Management for Collaborative Learning Jobs},
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booktitle = {MLSys},
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author = {Jiachen Liu and Fan Lai and Ding Ding and Yiwen Zhang and Mosharaf Chowdhury},
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title = {Venn: Resource Management for Collaborative Learning Jobs},
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booktitle = {MLSys},
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year = {2025},
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publist_link = {paper || venn-mlsys25.pdf},
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publist_link = {code || https://github.com/SymbioticLab/Venn},
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publist_link = {paper || venn-mlsys25.pdf},
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publist_link = {code || https://github.com/SymbioticLab/Venn},
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publist_confkey = {MLSys'25},
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publist_topic = {Systems + AI},
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publist_topic = {Wide-Area Computing},
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publist_topic = {Systems + AI},
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publist_topic = {Wide-Area Computing},
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publist_badge = {Artifacts Available},
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publist_badge = {Artifacts Functional},
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publist_abstract = {
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In recent years, collaborative learning (CL) has emerged as a promising approach for machine learning (ML) and data science across distributed edge devices. As the deployment of CL jobs increases, they inevitably contend for limited resources. However, efficient resource scheduling in this context is challenging because of the ephemeral nature and resource heterogeneity of devices, coupled with the overlapping resource requirements of diverse CL jobs. Existing resource managers often assign devices to CL jobs randomly for simplicity and scalability, but this approach compromises job efficiency.
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source/publications/index.md

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name: The 21st USENIX Symposium on Networked Systems Design and Implementation
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date: 2024-04-16
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url: https://www.usenix.org/conference/nsdi24
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acceptance: 18.63%
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- key: NSDI'23
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name: The 20th USENIX Symposium on Networked Systems Design and Implementation
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date: 2023-04-17
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name: The 20th European Conference on Computer Systems
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date: 2025-03-30
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url: https://2025.eurosys.org/
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acceptance: 12.4%
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- key: EuroSys'23
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name: The Eighteenth European Conference on Computer Systems
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date: 2023-05-08

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