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Flow with FlorDB: Incremental Context Maintenance for the Machine Learning Lifecycle

Summary: FlorDB incrementally harvests ML pipeline metadata by treating log statements (including post-hoc 'hindsight logging') as first-class context, enabling off–critical-path 'metadata-later' collection without changing developer workflows. Relational views over incomplete metadata let the system dynamically materialize metadata across workflow versions, unifying ad-hoc annotations with feature-store/model-repo use cases. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h6cf2cf68bb330694
Venue
CIDR
Year
2025
Pagerank
5.0979044e-05
Overall Rank
9,996 | 32.80%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{garcia_cidr25,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '25},
        title = {{Flow with FlorDB: Incremental Context Maintenance for the Machine Learning Lifecycle}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Garcia, Rolando and Kallanagoudar, Pragya and Anand, Chithra and Chasins, Sarah E. and Hellerstein, Joseph M. and Kerrison, Erin Michelle Turner and Parameswaran, Aditya G.},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,798 NeurIDA: Dynamic Modeling for Effective In-Database Analytics 2026 VLDB 4.9793485e-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
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.00071084324
1,568 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.0001021302
1,691 MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis 2018 SIGMOD 9.8570722e-05
1,880 Ground: A Data Context Service 2017 CIDR 9.4415148e-05
1,927 Elastic Machine Learning Algorithms in Amazon SageMaker 2020 SIGMOD 9.3607648e-05
6,652 Hindsight Logging for Model Training 2021 VLDB 5.7202005e-05
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