MorphingDB: A Task-Centric AI-Native DBMS for Model Management and Inference

Summary: MorphingDB embeds task-centric model management into PostgreSQL with tensor types and a two‑phase transfer-learning selector (offline transferability subspace, online feature-aware projection). Pre‑embedding/vector sharing and DAG batch pipelines with cost‑aware scheduling boost inference, improving throughput and accuracy/resource/time tradeoffs over AI‑DBMS and AutoML baselines. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID: 7441
Venue: SIGMOD
Year: 2026
Pagerank: 4.1905499e-05
Overall Rank: 10,130 | 29.60%
DOI: 10.1145/3769844

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 11 of 11 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
2,809	Extending Relational Query Processing with ML Inference	2020	CIDR	8.0869552e-05
3,122	DB4ML – An In-Memory Database Kernel with Machine Learning Support	2020	SIGMOD	7.5284233e-05
3,409	End-to-end Optimization of Machine Learning Prediction Queries	2022	SIGMOD	7.1240791e-05
3,466	AI Meets Database: AI4DB and DB4AI	2021	SIGMOD	7.0645718e-05
3,961	MLog: Towards Declarative In-Database Machine Learning	2017	VLDB	6.5824022e-05
4,831	Vexless: A Serverless Vector Data Management System Using Cloud Functions	2024	SIGMOD	5.8883791e-05
6,790	InferDB: In-Database Machine Learning Inference Using Indexes	2024	VLDB	4.9205968e-05
6,970	AquaPipe: A Quality-Aware Pipeline for Knowledge Retrieval and Large Language Models	2025	SIGMOD	4.8740302e-05
8,365	NeurDB: On the Design and Implementation of an AI-powered Autonomous Database	2025	CIDR	4.5305127e-05
8,899	Fast Approximate Similarity Join in Vector Databases	2025	SIGMOD	4.4229886e-05
11,001	Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems	2024	VLDB	4.1905499e-05

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