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Powering In-Database Dynamic Model Slicing for Structured Data Analytics

Summary: LEADS: SQL-aware dynamic model slicing that trains a Mixture-of-Experts over relational data and uses a SQL-aware gating network to activate experts per SQL query, customizing models to extracted subdatasets. Implemented as a PostgreSQL inference extension, yielding better accuracy and much lower latency. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13723
Venue
VLDB
Year
2024
Pagerank
4.3556432e-05
Overall Rank
9,320 | 35.17%
DOI
10.14778/3704965.3704985

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
8,688 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 4.4673127e-05
10,095 NeurStore: Efficient In-database Deep Learning Model Management System 2026 SIGMOD 4.1945683e-05
10,100 AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction 2026 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 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
587 Extracting Structured Data from Web Pages 2003 SIGMOD 0.00019648348
659 The Making of TPC-DS 2006 VLDB 0.00018500853
850 Scaling Factorization Machines to Relational Data 2013 VLDB 0.00015955971
2,194 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 9.3138337e-05
3,148 ARM-Net: Adaptive Relation Modeling Network for Structured Data 2021 SIGMOD 7.4751269e-05
3,407 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 7.1295646e-05
4,154 Robust and Transferable Log-based Anomaly Detection 2023 SIGMOD 6.4032498e-05
4,557 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.087611e-05
4,613 F-IVM: Learning over Fast-Evolving Relational Data 2020 SIGMOD 6.0478676e-05
4,748 Rafiki: Machine Learning as an Analytics Service System 2019 VLDB 5.9526539e-05
5,084 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.7091191e-05
8,688 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 4.4673127e-05
10,998 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.1945683e-05
11,594 TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications 2020 SIGMOD 4.1945683e-05
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