Database as Runtime: Compiling LLMs to SQL for In-database Model Serving
Summary: TranSQL+ compiles LLM inference to SQL for in-database serving, avoiding GPUs. Transforms transformer ops into relational algebra, yielding vector-oriented SQL that leverages DB buffers and indexes; demonstrated with LLaMA 3.1 8B on DuckDB. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,981 | Survivorship Bias in Industrial Database Workloads | 2026 | CIDR | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
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 |
| 834 | Learning Linear Regression Models over Factorized Joins | 2016 | SIGMOD | 0.00016135159 |
| 4,495 | ClickHouse - Lightning Fast Analytics for Everyone | 2024 | VLDB | 6.1410277e-05 |
| 6,191 | Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra | 2021 | SIGMOD | 5.1642282e-05 |
| 6,380 | SmartLite: A DBMS-based Serving System for DNN Inference in Resource-constrained Environments | 2024 | VLDB | 5.0893219e-05 |
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