Sommelier: Curating DNN Models for the Masses
Summary: Sommelier is an indexing/query engine for DNN model repos that selects models to meet accuracy and budget targets. It fuses semantic correlation with a resource index to pick candidates, achieving target accuracy and cutting tail latency up to 6x. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Peizhen Guo (Yale University)
- 2. Bo Hu (Yale University)
- 3. Wenjun Hu (Yale University)
BibTeX Citation
@inproceedings{guo_sigmod22,
title = {{Sommelier: Curating DNN Models for the Masses}},
author = {Guo, Peizhen and Hu, Bo and Hu, Wenjun},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514212.3526173},
url = {https://dl.acm.org/doi/10.1145/3514212.3526173},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,988 | Exploring the Benefits of Just-in-time Model Replacement | 2026 | VLDB | 4.9793485e-05 |
| 11,176 | Alsatian: Optimizing Model Search for Deep Transfer Learning | 2025 | SIGMOD | 4.9793485e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 670 | A Formal Approach to Finding Explanations for Database Queries | 2014 | SIGMOD | 0.00014954494 |
| 782 | DBSherlock: A Performance Diagnostic Tool for Transactional Databases | 2016 | SIGMOD | 0.00014022168 |
| 2,160 | DIFF: A Relational Interface for Large-Scale Data Explanation | 2019 | VLDB | 8.9364035e-05 |
| 3,401 | A Demonstration of Willump: A Statistically-Aware End-to-end Optimizer for Machine Learning Inference | 2020 | VLDB | 7.332823e-05 |
| 4,361 | Multi-Structural Databases | 2005 | PODS | 6.6385952e-05 |
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