InferDB: In-Database Machine Learning Inference Using Indexes
Summary: Uses a discretizing embedding of selected features and an index mapping embedding cells to aggregated model outputs to approximate end-to-end ML inference inside the DB. Replaces preprocessing and model execution with a transform+lookup, cutting latency by orders of magnitude while retaining similar accuracy. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ricardo Salazar-Díaz
- 2. Boris Glavic
- 3. Tilmann Rabl
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,365 | NeurDB: On the Design and Implementation of an AI-powered Autonomous Database | 2025 | CIDR | 4.5305127e-05 |
| 9,982 | Does A Fish Need a Bicycle? The Case for On-Chip NPUs in DBMS | 2026 | CIDR | 4.1905499e-05 |
| 10,095 | NeurStore: Efficient In-database Deep Learning Model Management System | 2026 | SIGMOD | 4.1905499e-05 |
| 10,130 | MorphingDB: A Task-Centric AI-Native DBMS for Model Management and Inference | 2026 | SIGMOD | 4.1905499e-05 |
| 10,143 | Beluga: A CXL-Based Memory Architecture for Scalable and Efficient LLM KVCache Management | 2026 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 557 | SystemML: Declarative Machine Learning on Spark | 2016 | VLDB | 0.00020186115 |
| 638 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00018810785 |
| 902 | Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications | 1998 | SIGMOD | 0.00015458733 |
| 2,355 | An Intermediate Representation for Optimizing Machine Learning Pipelines | 2019 | VLDB | 8.9727612e-05 |
| 3,409 | End-to-end Optimization of Machine Learning Prediction Queries | 2022 | SIGMOD | 7.1240791e-05 |
| 4,601 | Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches | 2021 | VLDB | 6.05274e-05 |
| 5,218 | Neighbor-Sensitive Hashing | 2016 | VLDB | 5.6204105e-05 |
| 6,327 | The Tensor Data Platform: Towards an AI-centric Database System | 2023 | CIDR | 5.1035567e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,775 | Structure-Aware Machine Learning over Multi-Relational Databases | 2021 | SIGMOD | 4.2815042e-05 |
| 5,787 | Machine Learning for Databases | 2021 | VLDB | 5.3256401e-05 |
| 13,152 | Database Perspective on LLM Inference Systems | 2025 | VLDB | - |
| 2,809 | Extending Relational Query Processing with ML Inference | 2020 | CIDR | 8.0869552e-05 |
| 9,311 | On Efficient Approximate Queries over Machine Learning Models | 2023 | VLDB | 4.3535588e-05 |
| 5,072 | Learned Index: A Comprehensive Experimental Evaluation | 2023 | VLDB | 5.7121108e-05 |
| 332 | Accelerating Machine Learning Inference with Probabilistic Predicates | 2018 | SIGMOD | 0.00027173479 |
| 4,384 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.2251088e-05 |
| 6,377 | Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine | 2025 | SIGMOD | 5.0860948e-05 |
| 5,343 | Learned Index Benefits: Machine Learning Based Index Performance Estimation | 2022 | VLDB | 5.5582234e-05 |