All projects LLM serving
TranSQL / Database-as-Runtime
TranSQL serves large language models with relational queries — compiling model inference to SQL so that LLMs can run inside a database engine, even on low-resource hardware.
Related publications
- Harpoon: Generalised Manifold Guidance for Conditional Tabular Diffusion · arXiv 2026
- Accelerating machine learning queries with linear algebra query processing · DAPD 2025
- Database as Runtime: Compiling LLMs to SQL for In-database Model Serving · SIGMOD 2025
- Database is All You Need: Serving LLMs with Relational Queries · EDBT 2025
- Ilargi: A GPU Compatible Factorized ML Model Training Framework · WISE 2025
- IMLP: An Energy-Efficient Continual Learning Method for Tabular Data Streams · arXiv 2025
- Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning · ARES 2025
- TranSQL +: Serving Large Language Models with SQL on Low-Resource Hardware · SIGMOD 2025
- WaveStitch: Flexible and Fast Conditional Time Series Generation With Diffusion Models · SIGMOD 2025
- Amalur: The Convergence of Data Integration and Machine Learning · IEEE TKDE 2024
- AutoFeat: Transitive Feature Discovery over Join Paths · ICDE 2024
- CEBench: A Benchmarking Toolkit for the Cost-Effectiveness of LLM Pipelines · arXiv 2024
- Cross-Source ML Model Training · ICDE 2024
- Human-in-the-Loop Feature Discovery for Tabular Data · CIKM 2024
- LLM-PQA: LLM-enhanced Prediction Query Answering · CIKM 2024
- Model Selection with Model Zoo via Graph Learning · ICDE 2024
- SiloFuse: Cross-silo Synthetic Data Generation with Latent Tabular Diffusion Models · ICDE 2024
- Will Sharing Metadata Leak Privacy? · ICDEW 2024
- Amalur: Data Integration Meets Machine Learning · ICDE 2023
- Data Lakes: A Survey of Functions and Systems · IEEE TKDE 2023
- Macaroni: Crawling and Enriching Metadata from Public Model Zoos · ICWE 2023
- Metadata Representations for Queryable Repositories of Machine Learning Models · IEEE Access 2023
- Optimizing ML Inference Queries Under Constraints · ICWE 2023
- Amalur: Next-generation Data Integration in Data Lakes · CIDR 2022