Building Machine Learning Systems that Understand
Summary: Seamless integration of deep learning models into data management systems and workflows for automated data understanding. Outlines system-level challenges and directions for embedding ML understanding into storage, query processing, and data governance. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jeff Dean
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,243 | SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging | 2021 | SIGMOD | 8.9475888e-05 |
| 7,730 | ItemSuggest: A Data Management Platform for Machine Learned Ranking Services | 2019 | CIDR | 5.6160613e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13,162 | The Limitations of Data, Machine Learning and Us | 2024 | SIGMOD | - |
| 9,831 | Is Data Management the Beating Heart of AI Systems? | 2022 | SIGMOD | 5.2644956e-05 |
| 4,885 | Machine Learning for Big Data | 2013 | SIGMOD | 6.5252891e-05 |
| 13,281 | From ML Models to Intelligent Applications: The Rise of MLOps | 2021 | VLDB | - |
| 3,331 | A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems | 2021 | SIGMOD | 7.572782e-05 |
| 1,294 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011355506 |
| 6,942 | Natural Language Interfaces for Databases with Deep Learning | 2023 | VLDB | 5.8036959e-05 |
| 8,516 | Machine Learning for Data Management: Problems and Solutions | 2018 | SIGMOD | 5.4811076e-05 |
| 8,194 | Deep Learning: Systems and Responsibility | 2021 | SIGMOD | 5.5370263e-05 |
| 13,257 | Deep Data Integration | 2021 | SIGMOD | - |