Trinity: An Extensible Synthesis Framework for Data Science
Summary: Trinity is an extensible framework for rapidly building domain-specific program synthesizers to automate data-science chores. It provides built-in data-wrangling synths for end users, extensible components for power users, and a pluggable search engine for synthesis experts to customize and accelerate janitorial data tasks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ruben Martins
- 2. Jia Chen
- 3. Yanju Chen
- 4. Yu Feng
- 5. Isil Dillig
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,544 | PATSQL: Efficient Synthesis of SQL Queries from Example Tables with Quick Inference of Projected Columns | 2021 | VLDB | 5.4462933e-05 |
| 6,679 | SQUARES : A SQL Synthesizer Using Query Reverse Engineering | 2020 | VLDB | 4.9656458e-05 |
| 6,758 | Data Migration using Datalog Program Synthesis | 2020 | VLDB | 4.937199e-05 |
| 10,610 | Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,267 | Foofah: Transforming Data By Example | 2017 | SIGMOD | 0.00012936483 |
| 7,463 | Automated Migration of Hierarchical Data to Relational Tables using Programming-by-Example | 2018 | VLDB | 4.7232241e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,288 | To UDFs and Beyond: Demonstration of a Fully Decomposed Data Processor for General Data Wrangling Tasks | 2023 | VLDB | 4.1945683e-05 |
| 6,758 | Data Migration using Datalog Program Synthesis | 2020 | VLDB | 4.937199e-05 |
| 5,383 | Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search | 2021 | VLDB | 5.5393038e-05 |
| 6,996 | Web Data Extraction using Hybrid Program Synthesis: A Combination of Top-down and Bottom-up Inference | 2020 | SIGMOD | 4.8681362e-05 |
| 4,980 | Interactive Query Synthesis from Input-Output Examples | 2017 | SIGMOD | 5.7873101e-05 |
| 558 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD | 0.00020168032 |
| 6,234 | Just can't get enough - Synthesizing Big Data | 2015 | SIGMOD | 5.1451686e-05 |
| 8,595 | Towards A Polyglot Framework for Factorized ML | 2021 | VLDB | 4.4889397e-05 |
| 11,888 | Synthesizing Data Programs | 2015 | CIDR | 4.1945683e-05 |
| 8,870 | DataSynth: Generating Synthetic Data using Declarative Constraints | 2011 | VLDB | 4.431665e-05 |