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ML-Asset Management: Curation, Discovery, and Utilization

Summary: Tutorial surveying ML-asset management across curation, discovery, and utilization, with taxonomy, techniques, and practical systems. Highlights database challenges of scalable unified indexing, lineage, licensing, and interoperable access across fragmented asset silos. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h8c1ff17d45bc7d96
Venue
VLDB
Year
2025
Pagerank
4.9793485e-05
Overall Rank
11,426 | 23.18%
DOI
10.14778/3750601.3750701

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{wang_vldb25,
        title = {{ML-Asset Management: Curation, Discovery, and Utilization}},
        author = {Wang, Mengying and Duan, Moming and Huang, Yicong and Li, Chen and He, Bingsheng and Wu, Yinghui},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {12},
        pages = {5493--5498},
        doi = {10.14778/3750601.3750701},
        url = {https://doi.org/10.14778/3750601.3750701},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
194 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00025636725
1,152 Cerebro: A Data System for Optimized Deep Learning Model Selection 2020 VLDB 0.00011801961
1,225 ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024 SIGMOD 0.00011444398
1,845 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 9.5136397e-05
1,852 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.5004635e-05
3,648 Davos: A System for Interactive Data-Driven Decision Making 2021 VLDB 7.1370661e-05
4,334 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.6569314e-05
4,801 Improving Reproducibility of Data Science Pipelines through Transparent Provenance Capture 2020 VLDB 6.4104797e-05
5,792 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.99349e-05
7,242 Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration 2023 VLDB 5.5773854e-05
7,650 ModsNet: Performance-aware Top-k Model Search using Exemplar Datasets 2024 VLDB 5.4772833e-05
8,261 Amber: A Debuggable Dataflow System Based on the Actor Model 2020 VLDB 5.3659185e-05
9,078 Texera: A System for Collaborative and Interactive Data Analytics Using Workflows 2024 VLDB 5.2283159e-05
9,537 Demonstration of Collaborative and Interactive Workflow-Based Data Analytics in Texera 2022 VLDB 5.1623691e-05
10,105 View-based Explanations for Graph Neural Networks 2024 SIGMOD 5.0789354e-05
11,456 IcedTea: Efficient and Responsive Time-Travel Debugging in Dataflow Systems 2025 VLDB 4.9793485e-05
11,728 Udon: Efficient Debugging of User-Defined Functions in Big Data Systems with Line-by-Line Control 2023 SIGMOD 4.9793485e-05
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