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Ease.ML: A Lifecycle Management System for MLDev and MLOps

Summary: Ease.ML automates the entire MLDev/MLOps lifecycle (an eight-step process) rather than improving isolated stages, driven by practical user scenarios. Unique foundation: a probabilistic-database model with information-theoretic grounding to manage cross-stage uncertainty for end-to-end automation. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
424
Venue
CIDR
Year
2021
Pagerank
5.093636e-05
Overall Rank
11,629 | 20.22%
DOI
-

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@inproceedings{aguilar_cidr21,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '21},
        title = {{Ease.ML: A Lifecycle Management System for MLDev and MLOps}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Aguilar, Leonel and Dao, David and Gan, Shaoduo and Gurel, Nezihe Merve and Hollenstein, Nora and Jiang, Jiawei and Karlas, Bojan and Lemmin, Thomas and Li, Tian and Li, Yang and Rao, Susie and Rausch, Johannes and Renggli, Cedric and Rimanic, Luka and Weber, Maurice and Zhang, Shuai and Zhao, Zhikuan and Schawinski, Kevin and Wu, Wentao and Zhang, Ce},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
112 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00032801121
205 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025235185
582 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016148948
1,066 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00012333161
1,157 Cerebro: A Data System for Optimized Deep Learning Model Selection 2020 VLDB 0.00011924049
1,392 Northstar: An Interactive Data Science System 2018 VLDB 0.00010936065
2,029 Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads 2018 VLDB 9.2843642e-05
2,147 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.0831495e-05
2,290 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 8.799251e-05
2,584 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.3783546e-05
2,987 Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations 2019 SIGMOD 7.8907997e-05
7,609 Ease.ml/ci and Ease.ml/meter in Action: Towards Data Management for Statistical Generalization 2019 VLDB 5.5841767e-05
9,265 Ease.ml in Action: Towards Multi-tenant Declarative Learning Services 2018 VLDB 5.2965435e-05
11,802 Ease.ml/snoopy in Action: Towards Automatic Feasibility Analysis for Machine Learning Application Development 2020 VLDB 5.093636e-05
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