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InferF: Declarative Factorization of AI/ML Inferences over Joins

Summary: Declarative factorized inference over multi-way joins: push partial ML subcomputations to join-tree nodes to cut redundant inference and join cost. InferF formalizes plan selection for arbitrary analyzable inference expressions and uses greedy/genetic search; up to 11.3x speedup on Velox. (summarized by gpt-5-mini on Apr 11 2026)

Paper ID
7489
Venue
SIGMOD
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,177 | 29.27%
DOI
10.1145/3786662

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Showing 37 of 37 cited papers.

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

Rank Cited Paper Year Venue Pagerank
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
542 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00020522627
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
659 The Making of TPC-DS 2006 VLDB 0.00018514913
832 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016089705
901 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00015462938
1,172 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013504249
1,273 Amazon Redshift Re-invented 2022 SIGMOD 0.00012870386
1,283 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00012826013
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,197 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 9.3117431e-05
2,355 An Intermediate Representation for Optimizing Machine Learning Pipelines 2019 VLDB 8.9727612e-05
2,533 Velox: Meta’s Unified Execution Engine 2022 VLDB 8.5870599e-05
2,904 Evaluating End-to-End Optimization for Data Analytics Applications in Weld 2018 VLDB 7.9403097e-05
2,919 Brainwash: A Data System for Feature Engineering 2013 CIDR 7.9017482e-05
3,009 On Functional Aggregate Queries with Additive Inequalities 2019 PODS 7.7230513e-05
3,280 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 7.2813732e-05
3,349 QuickFOIL: Scalable Inductive Logic Programming 2015 VLDB 7.1889581e-05
3,409 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 7.1240791e-05
3,953 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 6.5896733e-05
4,195 F: Regression Models over Factorized Views 2016 VLDB 6.3635322e-05
4,272 Looking Ahead Makes Query Plans Robust: Making the Initial Case with In-Memory Star Schema Data Warehouse Workloads 2017 VLDB 6.2933353e-05
4,952 Designing an Open Framework for Query Optimization and Compilation 2022 VLDB 5.806142e-05
5,836 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 5.3079723e-05
6,377 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.0860948e-05
6,379 SmartLite: A DBMS-based Serving System for DNN Inference in Resource-constrained Environments 2024 VLDB 5.0844374e-05
6,539 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.0168759e-05
6,863 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 4.9003859e-05
7,055 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB 4.8428976e-05
7,459 Lachesis: Automatic Partitioning for UDF-Centric Analytics 2021 VLDB 4.7199075e-05
7,920 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 4.6120304e-05
8,005 Pangea: Monolithic Distributed Storage for Data Analytics 2019 VLDB 4.6044087e-05
8,440 PARQO: Penalty-Aware Robust Plan Selection in Query Optimization 2024 VLDB 4.505741e-05
9,337 PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development 2018 SIGMOD 4.351469e-05
9,372 FEBench: A Benchmark for Real-Time Relational Data Feature Extraction 2023 VLDB 4.3461481e-05
9,885 Scalable and Usable Relational Learning With Automatic Language Bias 2021 SIGMOD 4.2580321e-05
10,508 Privacy and Accuracy-Aware AI/ML Model Deduplication 2025 SIGMOD 4.1905499e-05
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