Towards A Polyglot Framework for Factorized ML

Summary: Proposes Trinity, a polyglot framework that writes factorized LA ML logic once and reuses it across languages via GraalVM. Delivers 8x speedups over materialized joins and supports cross-PL workflows, competitive with Morpheus without PL-specific reimplementation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12500
Venue: VLDB
Year: 2021
Pagerank: 4.4889397e-05
Overall Rank: 8,595 | 40.21%
DOI: 10.14778/3476311.3476372

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,179	Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning	2023	VLDB	4.8078895e-05
10,976	StarfishDB: a Query Execution Engine for Relational Probabilistic Programming	2024	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
834	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016135159
850	Scaling Factorization Machines to Relational Data	2013	VLDB	0.00015955971
1,167	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013547713
1,279	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012868394
1,750	Weld: A Common Runtime for High Performance Data Analytics	2017	CIDR	0.00010683647
2,194	Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra	2019	SIGMOD	9.3138337e-05
2,350	An Intermediate Representation for Optimizing Machine Learning Pipelines	2019	VLDB	8.9788641e-05
2,896	Evaluating End-to-End Optimization for Data Analytics Applications in Weld	2018	VLDB	7.9452051e-05
3,277	A Layered Aggregate Engine for Analytics Workloads	2019	SIGMOD	7.2871625e-05
3,948	A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics	2018	VLDB	6.5959084e-05
4,785	Demonstration of Santoku: Optimizing Machine Learning over Normalized Data	2015	VLDB	5.9236989e-05
7,925	Architecting a Query Compiler for Spatial Workloads	2020	SIGMOD	4.6153403e-05
8,248	Flare & Lantern: Efficiently Swapping Horses Midstream	2019	VLDB	4.5509332e-05

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Overall Rank	Paper	Year	Venue	Pagerank
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5,821	Tensor Relational Algebra for Distributed Machine Learning System Design	2021	VLDB	5.3134851e-05
1,167	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013547713
558	Trinity: A Distributed Graph Engine on a Memory Cloud	2013	SIGMOD	0.00020168032
4,505	SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning	2017	CIDR	6.1327108e-05
3,918	On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML	2018	VLDB	6.6315176e-05
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1,279	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012868394
2,194	Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra	2019	SIGMOD	9.3138337e-05