DeepBase: Deep Inspection of Neural Networks
Summary: DeepBase is a declarative system to inspect neural networks via hypothesis-driven annotations and statistical dependencies between units and labels. It unifies analyses and optimizations that speed up Python baselines, enabling reproducible NLP studies. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Thibault Sellam
- 2. Kevin Lin
- 3. Ian Huang
- 4. Michelle Yang
- 5. Carl Vondrick
- 6. Eugene Wu
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,753 | Complaint-driven Training Data Debugging for Query 2.0 | 2020 | SIGMOD | 8.1724339e-05 |
| 6,000 | DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation | 2022 | VLDB | 5.2415551e-05 |
| 8,346 | Deep Learning: Systems and Responsibility | 2021 | SIGMOD | 4.5420668e-05 |
| 11,099 | Demonstration of MaskSearch: Efficiently Querying Image Masks for Machine Learning Workflows | 2024 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 140 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00042270404 |
| 469 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00022406923 |
| 658 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00018506577 |
| 1,402 | Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML | 2014 | VLDB | 0.00012180605 |
| 1,532 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011472681 |
| 2,152 | MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis | 2018 | SIGMOD | 9.4239787e-05 |
| 4,576 | The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox | 2015 | CIDR | 6.0721464e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,000 | DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation | 2022 | VLDB | 5.2415551e-05 |
| 10,269 | Database Views as Explanations for Relational Deep Learning | 2026 | VLDB | 4.1945683e-05 |
| 8,847 | Towards Foundation Database Models | 2025 | CIDR | 4.4371897e-05 |
| 2,321 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD | 9.03609e-05 |
| 667 | Incremental Knowledge Base Construction Using DeepDive | 2015 | VLDB | 0.00018440557 |
| 7,814 | Deep Lake: a Lakehouse for Deep Learning | 2023 | CIDR | 4.6439001e-05 |
| 8,346 | Deep Learning: Systems and Responsibility | 2021 | SIGMOD | 4.5420668e-05 |
| 6,826 | Natural Language Interfaces for Databases with Deep Learning | 2023 | VLDB | 4.9142824e-05 |
| 2,057 | From Natural Language Processing to Neural Databases | 2021 | VLDB | 9.6624862e-05 |
| 3,635 | A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems | 2021 | SIGMOD | 6.8981006e-05 |