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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
ha16a2914e02c2c48
Venue
SIGMOD
Year
2026
Pagerank
4.9769913e-05
Overall Rank
10,664 | 28.33%
DOI
10.1145/3786662
PDF
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Authors

BibTeX Citation

@inproceedings{chowdhury_sigmod26,
        title = {{InferF: Declarative Factorization of AI/ML Inferences over Joins}},
        author = {Chowdhury, Kanchan and Zhou, Lixi and Xie, Lulu and Fu, Xinwei and Zou, Jia},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3786662},
        url = {https://dl.acm.org/doi/10.1145/3786662},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 38 of 38 cited papers.

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

Rank Cited Paper Year Venue Pagerank
15 How Good Are Query Optimizers, Really? 2016 VLDB 0.00061067652
379 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00019507406
416 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00018650998
480 The Making of TPC-DS 2006 VLDB 0.00017615432
521 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016923519
681 Amazon Redshift Re-invented 2022 SIGMOD 0.0001482366
731 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00014400356
779 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00014048128
1,257 Towards Linear Algebra over Normalized Data 2017 VLDB 0.0001130959
1,424 Velox: Meta's Unified Execution Engine 2022 VLDB 0.00010714183
1,669 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.9324573e-05
2,201 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 8.8708356e-05
2,251 Evaluating End-to-End Optimization for Data Analytics Applications in Weld 2018 VLDB 8.750953e-05
2,266 An Intermediate Representation for Optimizing Machine Learning Pipelines 2019 VLDB 8.7248802e-05
2,302 On Functional Aggregate Queries with Additive Inequalities 2019 PODS 8.6687541e-05
2,401 Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning 2019 VLDB 8.517457e-05
2,587 Brainwash: A Data System for Feature Engineering 2013 CIDR 8.2523942e-05
2,661 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 8.1568473e-05
2,663 A Layered Aggregate Engine for Analytics Workloads 2019 SIGMOD 8.1542952e-05
3,373 F: Regression Models over Factorized Views 2016 VLDB 7.3627128e-05
3,518 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 7.236638e-05
3,593 Looking Ahead Makes Query Plans Robust: Making the Initial Case with In-Memory Star Schema Data Warehouse Workloads 2017 VLDB 7.1803217e-05
3,986 Designing an Open Framework for Query Optimization and Compilation 2022 VLDB 6.8697828e-05
4,279 QuickFOIL: Scalable Inductive Logic Programming 2015 VLDB 6.6873645e-05
5,292 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 6.1911633e-05
5,685 SmartLite: A DBMS-based Serving System for DNN Inference in Resource-constrained Environments 2024 VLDB 6.0350997e-05
6,117 ConnectorX: Accelerating Data Loading From Databases to Dataframes 2022 VLDB 5.8787466e-05
6,301 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 5.8167709e-05
6,552 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 5.7475822e-05
6,747 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.6883491e-05
6,844 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB 5.6647722e-05
7,388 Lachesis: Automatic Partitioning for UDF-Centric Analytics 2021 VLDB 5.5355684e-05
8,171 Pangea: Monolithic Distributed Storage for Data Analytics 2019 VLDB 5.3826392e-05
8,393 PARQO: Penalty-Aware Robust Plan Selection in Query Optimization 2024 VLDB 5.3387995e-05
9,080 Privacy and Accuracy-Aware AI/ML Model Deduplication 2025 SIGMOD 5.2258409e-05
9,189 FEBench: A Benchmark for Real-Time Relational Data Feature Extraction 2023 VLDB 5.2097224e-05
9,753 PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development 2018 SIGMOD 5.1325223e-05
10,241 Scalable and Usable Relational Learning With Automatic Language Bias 2021 SIGMOD 5.0524002e-05
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