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NeurStore: Efficient In-database Deep Learning Model Management System

Summary: NeurStore stores models at tensor granularity, using HNSW to index tensors and delta-based deduplication plus delta quantization for high-ratio, bounded-loss compression. Compression-aware loading enables compute on compressed tensors, cutting storage and keeping load throughput competitive. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7406
Venue
SIGMOD
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,095 | 29.84%
DOI
10.1145/3769809

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

Rank Cited Paper Year Venue Pagerank
139 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042320525
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036529607
210 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00034086264
638 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018810785
763 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016963981
2,660 Vertica-ML: Distributed Machine Learning in Vertica Database 2020 SIGMOD 8.3614044e-05
3,409 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 7.1240791e-05
3,610 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 6.919859e-05
4,498 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 6.1351257e-05
4,565 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 6.0746821e-05
5,615 TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems 2023 VLDB 5.409e-05
6,377 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.0860948e-05
6,573 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.0009513e-05
6,790 InferDB: In-Database Machine Learning Inference Using Indexes 2024 VLDB 4.9205968e-05
7,055 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB 4.8428976e-05
8,365 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 4.5305127e-05
8,684 Everything You Always Wanted to Know About Storage Compressibility of Pre-Trained ML Models but Were Afraid to Ask 2024 VLDB 4.4626624e-05
9,325 Powering In-Database Dynamic Model Slicing for Structured Data Analytics 2024 VLDB 4.351469e-05
11,001 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.1905499e-05
11,243 Enabling Secure and Efficient Data Analytics Pipeline Evolution with Trusted Execution Environment 2023 VLDB 4.1905499e-05
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