Efficient and Portable Einstein Summation in SQL
Summary: Einstein summation for tensors is implemented in SQL with four mapping rules and a CTE-based decomposition, yielding portable, efficient expressions. Demonstrates use cases in triplestore queries, SAT solving, graphical-model inference, and quantum circuit simulation, and notes engine-dependent performance as a key SQL research challenge. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Mark Blacher
- 2. Julien Klaus
- 3. Christoph Staudt
- 4. Sören Laue
- 5. Viktor Leis
- 6. Joachim Giesen
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,377 | Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine | 2025 | SIGMOD | 5.0860948e-05 |
| 8,274 | Galley: Modern Query Optimization for Sparse Tensor Programs | 2025 | SIGMOD | 4.5392079e-05 |
| 9,693 | EinDecomp: Decomposition of Declaratively-Specified Machine Learning and Numerical Computations for Parallel Execution | 2025 | VLDB | 4.2984337e-05 |
| 10,226 | Automated Tensor-Relational Decomposition for Large-Scale Sparse Tensor Computation | 2026 | VLDB | 4.1905499e-05 |
| 10,460 | Qymera: Simulating Quantum Circuits using RDBMS | 2025 | SIGMOD | 4.1905499e-05 |
| 10,580 | Quantum Data Management in the NISQ Era | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 51 | Including Group-By in Query Optimization | 1994 | VLDB | 0.00067060283 |
| 139 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00042320525 |
| 169 | MAD Skills: New Analysis Practices for Big Data | 2009 | VLDB | 0.00038967371 |
| 185 | DuckDB: an Embeddable Analytical Database | 2019 | SIGMOD | 0.00036529607 |
| 638 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00018810785 |
| 1,165 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.00013567206 |
| 3,649 | One WITH RECURSIVE is Worth Many GOTOs | 2021 | SIGMOD | 6.8764882e-05 |
| 4,406 | Declarative Recursive Computation on an RDBMS | 2019 | VLDB | 6.2044305e-05 |
| 5,300 | GLADE: Big Data Analytics Made Easy | 2012 | SIGMOD | 5.5751386e-05 |
| 6,211 | Snakes on a Plan: Compiling Python Functions into Plain SQL Queries | 2022 | SIGMOD | 5.1503069e-05 |
| 6,989 | Machine Learning, Linear Algebra, and More: Is SQL All You Need? | 2022 | CIDR | 4.8658293e-05 |
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