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: 13542
Venue: VLDB
Year: 2024
Pagerank: 4.4587004e-05
Overall Rank: 8,706 | 39.50%
DOI: 10.14778/3681954.3682000

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,365	NeurDB: On the Design and Implementation of an AI-powered Autonomous Database	2025	CIDR	4.5305127e-05
9,971	KathDB: Explainable Multimodal Database Management System with Human-AI Collaboration	2026	CIDR	4.1905499e-05

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	0.00067607389
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
1,505	Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes	2023	CIDR	0.00011601232
2,809	Extending Relational Query Processing with ML Inference	2020	CIDR	8.0869552e-05
3,409	End-to-end Optimization of Machine Learning Prediction Queries	2022	SIGMOD	7.1240791e-05
4,359	Hardware-conscious Query Processing in GPU-accelerated Analytical Engines	2019	CIDR	6.2493951e-05
4,500	GaccO - A GPU-accelerated OLTP DBMS	2022	SIGMOD	6.1326735e-05
4,642	VIVA: An End-to-End System for Interactive Video Analytics	2022	CIDR	6.0214283e-05
4,952	Designing an Open Framework for Query Optimization and Compilation	2022	VLDB	5.806142e-05
5,811	CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor	2024	VLDB	5.3168243e-05
5,836	Tensor Relational Algebra for Distributed Machine Learning System Design	2021	VLDB	5.3079723e-05
6,327	The Tensor Data Platform: Towards an AI-centric Database System	2023	CIDR	5.1035567e-05
6,981	Integration of Data Mining and Relational Databases	2000	VLDB	4.8688342e-05
7,220	Speeding Up End-to-end Query Execution via Learning-based Progressive Cardinality Estimation	2023	SIGMOD	4.7926382e-05
8,738	Tao: Improving Resource Utilization while Guaranteeing SLO in Multi-tenant Relational Database-as-a-Service	2024	SIGMOD	4.4520434e-05
9,439	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	4.3389137e-05
9,440	AMNES: Accelerating the computation of data correlation using FPGAs	2023	VLDB	4.3389137e-05
9,441	Transforming ML Predictive Pipelines into SQL with MASQ	2021	SIGMOD	4.3389137e-05
9,767	TVM: A Tile-based Video Management Framework	2024	VLDB	4.2815042e-05

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