An Intermediate Representation for Hybrid Database and Machine Learning Workloads
Summary: IFAQ: an IR and compiler for hybrid DB/ML workloads, expressed as iterative programs with functional aggregates. Demonstrates OLAP, linear algebra, and factorization-machine learning on training data from relational feature-extraction queries. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Amir Shaikhha
- 2. Maximilian Schleich
- 3. Dan Olteanu
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,156 | Optimizing Tensor Programs on Flexible Storage | 2023 | SIGMOD | 5.1802603e-05 |
| 10,905 | Tight Bounds of Circuits for Sum-Product Queries | 2024 | PODS | 4.1945683e-05 |
| 11,282 | Demonstration of OpenDBML, a Framework for Democratizing In-Database Machine Learning | 2023 | VLDB | 4.1945683e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 60 | Efficiently Compiling Efficient Query Plans for Modern Hardware | 2011 | VLDB | 0.00064439773 |
| 2,383 | How to Architect a Query Compiler | 2016 | SIGMOD | 8.9294108e-05 |
| 3,277 | A Layered Aggregate Engine for Analytics Workloads | 2019 | SIGMOD | 7.2871625e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,351 | On Efficient Approximate Queries over Machine Learning Models | 2023 | VLDB | 4.3524472e-05 |
| 5,637 | Database Workload Characterization with Query Plan Encoders | 2022 | VLDB | 5.3979505e-05 |
| 3,277 | A Layered Aggregate Engine for Analytics Workloads | 2019 | SIGMOD | 7.2871625e-05 |
| 5,473 | Facilitating SQL Query Composition and Analysis | 2020 | SIGMOD | 5.4885366e-05 |
| 4,549 | Database-Agnostic Workload Management | 2019 | CIDR | 6.0926728e-05 |
| 3,006 | On Functional Aggregate Queries with Additive Inequalities | 2019 | PODS | 7.7299363e-05 |
| 8,980 | HADAD: A Lightweight Approach for Optimizing Hybrid Complex Analytics Queries | 2021 | SIGMOD | 4.4169807e-05 |
| 2,194 | Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra | 2019 | SIGMOD | 9.3138337e-05 |
| 10,177 | InferF: Declarative Factorization of AI/ML Inferences over Joins | 2026 | SIGMOD | 4.1945683e-05 |
| 9,776 | Structure-Aware Machine Learning over Multi-Relational Databases | 2021 | SIGMOD | 4.2856106e-05 |