MLog: Towards Declarative In-Database Machine Learning

Summary: Declarative in-database ML with MLog automates data movement, persistence, and training optimizations via tensoral views (TViews). Express models via cascaded TViews, and compile them to native TensorFlow programs with performance comparable to hand-optimized. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11490
Venue: VLDB
Year: 2017
Pagerank: 6.5897636e-05
Overall Rank: 3,958 | 72.47%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,891	Towards Model-based Pricing for Machine Learning in a Data Marketplace	2019	SIGMOD	0.00010194092
3,099	DB4ML – An In-Memory Database Kernel with Machine Learning Support	2020	SIGMOD	7.5642871e-05
5,821	Tensor Relational Algebra for Distributed Machine Learning System Design	2021	VLDB	5.3134851e-05
6,330	Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse	2018	VLDB	5.1077416e-05
6,378	Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine	2025	SIGMOD	5.0909804e-05
6,541	ConnectorX: Accelerating Data Loading From Databases to Dataframes	2022	VLDB	5.0216945e-05
7,920	JoinBoost: Grow Trees Over Normalized Data Using Only SQL	2023	VLDB	4.6163888e-05
8,444	Not Black-Box Anymore! Enabling Analytics-Aware Optimizations in Teradata Vantage	2021	VLDB	4.5118994e-05
9,469	DimBoost: Boosting Gradient Boosting Decision Tree to Higher Dimensions	2018	SIGMOD	4.3342363e-05
9,706	Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees	2021	VLDB	4.2992942e-05
10,130	MorphingDB: A Task-Centric AI-Native DBMS for Model Management and Inference	2026	SIGMOD	4.1945683e-05
10,998	Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems	2024	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 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
318	Overview of SciDB: Large Scale Array Storage, Processing and Analysis	2010	SIGMOD	0.00027795661
834	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016135159
1,167	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013547713
1,942	Heterogeneity-aware Distributed Parameter Servers	2017	SIGMOD	0.00010012691
5,925	Parallelizing Datalog Programs by Generalized Pivoting	1991	PODS	5.2717743e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
543	MLbase: A Distributed Machine-learning System	2013	CIDR	0.00020526854
4,549	Database-Agnostic Workload Management	2019	CIDR	6.0926728e-05
557	SystemML: Declarative Machine Learning on Spark	2016	VLDB	0.00020197988
11,282	Demonstration of OpenDBML, a Framework for Democratizing In-Database Machine Learning	2023	VLDB	4.1945683e-05
13,229	Using Deep Learning Models to Replace Large Materialized Views in Relational Database	2021	CIDR	-
3,099	DB4ML – An In-Memory Database Kernel with Machine Learning Support	2020	SIGMOD	7.5642871e-05
4,409	Declarative Recursive Computation on an RDBMS	2019	VLDB	6.2104034e-05
8,637	Machine Learning for Data Management: Problems and Solutions	2018	SIGMOD	4.479892e-05
9,776	Structure-Aware Machine Learning over Multi-Relational Databases	2021	SIGMOD	4.2856106e-05
4,003	Data Platform for Machine Learning	2019	SIGMOD	6.54347e-05