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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
7405
Venue
SIGMOD
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,095 | 29.78%
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
140 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042270404
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036538405
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
658 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018506577
770 A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search 2021 VLDB 0.00016917602
2,642 Vertica-ML: Distributed Machine Learning in Vertica Database 2020 SIGMOD 8.3851878e-05
3,407 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 7.1295646e-05
3,606 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 6.9260354e-05
4,495 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 6.1410277e-05
4,567 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 6.080526e-05
5,084 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.7091191e-05
5,605 TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems 2023 VLDB 5.4142007e-05
6,378 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.0909804e-05
6,796 InferDB: In-Database Machine Learning Inference Using Indexes 2024 VLDB 4.9241624e-05
7,061 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB 4.8463881e-05
8,688 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 4.4673127e-05
8,698 Everything You Always Wanted to Know About Storage Compressibility of Pre-Trained ML Models but Were Afraid to Ask 2024 VLDB 4.4657846e-05
9,320 Powering In-Database Dynamic Model Slicing for Structured Data Analytics 2024 VLDB 4.3556432e-05
10,998 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.1945683e-05
11,241 Enabling Secure and Efficient Data Analytics Pipeline Evolution with Trusted Execution Environment 2023 VLDB 4.1945683e-05
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