Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems

Summary: Introduces TRAILS, an SLO-aware, in-DB model-selection system that combines a new training-free metric (JacFlow) with a two-phase filtering+refinement pipeline to marry training-free efficiency and training-based effectiveness. PostgreSQL-integrated coordinator enables declarative in-DB selection and yields up to 24x speedups and 29x compute savings versus prior systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13352
Venue: VLDB
Year: 2024
Pagerank: 4.1945683e-05
Overall Rank: 10,998 | 23.49%
DOI: 10.14778/3641204.3641212

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

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Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,688	NeurDB: On the Design and Implementation of an AI-powered Autonomous Database	2025	CIDR	4.4673127e-05
9,320	Powering In-Database Dynamic Model Slicing for Structured Data Analytics	2024	VLDB	4.3556432e-05
10,095	NeurStore: Efficient In-database Deep Learning Model Management System	2026	SIGMOD	4.1945683e-05
10,100	AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction	2026	SIGMOD	4.1945683e-05
10,130	MorphingDB: A Task-Centric AI-Native DBMS for Model Management and Inference	2026	SIGMOD	4.1945683e-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
140	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042270404
168	MAD Skills: New Analysis Practices for Big Data	2009	VLDB	0.00038946305
683	Cerebro: A Data System for Optimized Deep Learning Model Selection	2020	VLDB	0.00018195476
1,402	Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML	2014	VLDB	0.00012180605
2,056	PIQL: Success-Tolerant Query Processing in the Cloud	2012	VLDB	9.6645763e-05
2,358	PolarDB Serverless: A Cloud Native Database for Disaggregated Data Centers	2021	SIGMOD	8.9617346e-05
2,384	Oracle AutoML: A Fast and Predictive AutoML Pipeline	2020	VLDB	8.925354e-05
2,642	Vertica-ML: Distributed Machine Learning in Vertica Database	2020	SIGMOD	8.3851878e-05
2,934	AIDA - Abstraction for Advanced In-Database Analytics	2018	VLDB	7.8595778e-05
3,148	ARM-Net: Adaptive Relation Modeling Network for Structured Data	2021	SIGMOD	7.4751269e-05
3,958	MLog: Towards Declarative In-Database Machine Learning	2017	VLDB	6.5897636e-05
4,154	Robust and Transferable Log-based Anomaly Detection	2023	SIGMOD	6.4032498e-05
4,557	Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches	2021	VLDB	6.087611e-05
4,748	Rafiki: Machine Learning as an Analytics Service System	2019	VLDB	5.9526539e-05
5,084	In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle	2022	SIGMOD	5.7091191e-05
5,125	The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product	2021	VLDB	5.679423e-05
6,404	ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation	2019	VLDB	5.0786954e-05
6,811	In-database Distributed Machine Learning: Demonstration using Teradata SQL Engine	2019	VLDB	4.9200998e-05
11,187	Regularized Pairwise Relationship based Analytics for Structured Data	2023	SIGMOD	4.1945683e-05

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