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Automated Tensor-Relational Decomposition for Large-Scale Sparse Tensor Computation
Summary: Introduces upper-case-lower-case EinSum, a tensor-relational variant of Einstein notation for executing sparse tensor workloads atop relational systems. Key contribution is automatic decomposition/rewrite into kernel-friendly numeric subcomputations plus relational sparsity management.
(summarized by gpt-5.4-mini on Apr 12 2026)
- Paper ID
- 14262
- Venue
- VLDB
- Year
- 2026
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,226 | 28.86%
- DOI
-
10.14778/3797919.3797921
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Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 278 |
AliGraph: A Comprehensive Graph Neural Network Platform |
2019 |
VLDB |
0.00029230623 |
| 2,122 |
SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle |
2020 |
CIDR |
9.4989076e-05 |
| 4,548 |
Efficient and Portable Einstein Summation in SQL |
2023 |
SIGMOD |
6.0953447e-05 |
| 4,833 |
MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions |
2019 |
SIGMOD |
5.8916346e-05 |
| 5,821 |
Tensor Relational Algebra for Distributed Machine Learning System Design |
2021 |
VLDB |
5.3134851e-05 |
| 6,156 |
Optimizing Tensor Programs on Flexible Storage |
2023 |
SIGMOD |
5.1802603e-05 |
| 8,279 |
Galley: Modern Query Optimization for Sparse Tensor Programs |
2025 |
SIGMOD |
4.5435639e-05 |
| 9,332 |
PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development |
2018 |
SIGMOD |
4.3556432e-05 |
| 9,694 |
EinDecomp: Decomposition of Declaratively-Specified Machine Learning and Numerical Computations for Parallel Execution |
2025 |
VLDB |
4.3025567e-05 |
| 9,706 |
Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees |
2021 |
VLDB |
4.2992942e-05 |
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