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nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems
Summary: nsDB: a neuro-symbolic DBMS integrating neural models with symbolic query/state management for in‑DB learning and multi‑modal analytics. Design targets model lifecycle, multi-objective optimization, DB agents, and open systems challenges.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13541
- Venue
- VLDB
- Year
- 2024
- Pagerank
- 4.4618187e-05
- Overall Rank
- 8,716 | 39.37%
- DOI
-
10.14778/3681954.3682000
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 19 of 19 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 49 |
Consistent Query Answers in Inconsistent Databases |
1999 |
PODS |
0.00067660624 |
| 192 |
HoloClean: Holistic Data Repairs with Probabilistic Inference |
2017 |
VLDB |
0.00035728858 |
| 1,541 |
Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes |
2023 |
CIDR |
0.00011456579 |
| 2,804 |
Extending Relational Query Processing with ML Inference |
2020 |
CIDR |
8.0935487e-05 |
| 3,407 |
End-to-end Optimization of Machine Learning Prediction Queries |
2022 |
SIGMOD |
7.1295646e-05 |
| 4,363 |
Hardware-conscious Query Processing in GPU-accelerated Analytical Engines |
2019 |
CIDR |
6.2552614e-05 |
| 4,498 |
GaccO - A GPU-accelerated OLTP DBMS |
2022 |
SIGMOD |
6.138538e-05 |
| 4,641 |
VIVA: An End-to-End System for Interactive Video Analytics |
2022 |
CIDR |
6.027004e-05 |
| 4,948 |
Designing an Open Framework for Query Optimization and Compilation |
2022 |
VLDB |
5.8116879e-05 |
| 5,799 |
CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor |
2024 |
VLDB |
5.3219334e-05 |
| 5,821 |
Tensor Relational Algebra for Distributed Machine Learning System Design |
2021 |
VLDB |
5.3134851e-05 |
| 6,327 |
The Tensor Data Platform: Towards an AI-centric Database System |
2023 |
CIDR |
5.1083405e-05 |
| 6,982 |
Integration of Data Mining and Relational Databases |
2000 |
VLDB |
4.8734424e-05 |
| 7,221 |
Speeding Up End-to-end Query Execution via Learning-based Progressive Cardinality Estimation |
2023 |
SIGMOD |
4.797194e-05 |
| 8,742 |
Tao: Improving Resource Utilization while Guaranteeing SLO in Multi-tenant Relational Database-as-a-Service |
2024 |
SIGMOD |
4.456315e-05 |
| 9,434 |
Rock: Cleaning Data by Embedding ML in Logic Rules |
2024 |
SIGMOD |
4.3430376e-05 |
| 9,435 |
AMNES: Accelerating the computation of data correlation using FPGAs |
2023 |
VLDB |
4.3430376e-05 |
| 9,436 |
Transforming ML Predictive Pipelines into SQL with MASQ |
2021 |
SIGMOD |
4.3430376e-05 |
| 9,765 |
TVM: A Tile-based Video Management Framework |
2024 |
VLDB |
4.2856106e-05 |
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