Helix: Accelerating Human-in-the-loop Machine Learning
Summary: Helix is a declarative ML system that speeds iterative development with end-to-end optimization and selective materialization of prior results. It adds a DAG UI for version comparison and achieves up to 10x runtime reductions across classification and structured prediction. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Doris Xin
- 2. Litian Ma
- 3. Jialin Liu
- 4. Stephen Macke
- 5. Shuchen Song
- 6. Aditya Parameswaran
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,666 | HELIX: Holistic Optimization for Accelerating Iterative Machine Learning | 2019 | VLDB | 0.00010955907 |
| 2,175 | tf.data: A Machine Learning Data Processing Framework | 2021 | VLDB | 9.3745231e-05 |
| 5,698 | Dagger: A Data (not code) Debugger | 2020 | CIDR | 5.3669165e-05 |
| 6,061 | Optimizing Machine Learning Workloads in Collaborative Environments | 2020 | SIGMOD | 5.2270653e-05 |
| 7,702 | ExDRa: Exploratory Data Science on Federated Raw Data | 2021 | SIGMOD | 4.6689015e-05 |
| 7,992 | Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics | 2019 | VLDB | 4.6082565e-05 |
| 9,314 | Debugging Large-Scale Data Science Pipelines using Dagger | 2020 | VLDB | 4.3531179e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 66 | Spark SQL: Relational Data Processing in Spark | 2015 | SIGMOD | 0.00061707583 |
| 543 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.0002050918 |
| 638 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00018810785 |
| 758 | Materialization Optimizations for Feature Selection Workloads | 2014 | SIGMOD | 0.00017053915 |
| 1,666 | HELIX: Holistic Optimization for Accelerating Iterative Machine Learning | 2019 | VLDB | 0.00010955907 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 252 | Snorkel: Rapid Training Data Creation with Weak Supervision | 2018 | VLDB | 0.00030532082 |
| 11,966 | Shared Execution of Recurring Workloads in MapReduce | 2015 | VLDB | 4.1905499e-05 |
| 8,125 | Automation of Data Prep, ML, and Data Science: New Cure or Snake Oil? | 2021 | SIGMOD | 4.5765541e-05 |
| 2,386 | Oracle AutoML: A Fast and Predictive AutoML Pipeline | 2020 | VLDB | 8.9167446e-05 |
| 11,515 | HyMAC: A Hybrid Matrix Computation System | 2021 | VLDB | 4.1905499e-05 |
| 3,961 | MLog: Towards Declarative In-Database Machine Learning | 2017 | VLDB | 6.5824022e-05 |
| 13,281 | From ML Models to Intelligent Applications: The Rise of MLOps | 2021 | VLDB | - |
| 13,316 | International Workshop on Human-In-the-Loop Data Analytics (HILDA) | 2019 | SIGMOD | - |
| 2,179 | Spinning Fast Iterative Data Flows | 2012 | VLDB | 9.3632007e-05 |
| 1,666 | HELIX: Holistic Optimization for Accelerating Iterative Machine Learning | 2019 | VLDB | 0.00010955907 |