Concepedia

Machine Learning Source Attribution

Machine Learning Source Attribution is a scholarly contribution in the field of machine learning that identifies and characterizes the origin of data, models, or intellectual components within computational systems to establish provenance, accountability, and intellectual ownership in algorithmic development and deployment.

19

Publications

908

Citations

107

Authors

42

Institutions

Publications per year

2017–2026

19

Parents

Publications

19

Machine-learning-based evidence and attribution mapping of 100,000 climate impact studies

Max Callaghan, Carl‐Friedrich Schleussner, Shruti Nath et al. · Nature Climate Change · 2021 · 240 citations · Full text

, , +16

A unified view of gradient-based attribution methods for Deep Neural Networks

Marco Ancona, Enea Ceolini, Cengiz Öztireli · arXiv (Cornell University) · 2017 · 113 citations · Full text

, , +13

Data-Driven Feature Characterization Techniques for Laser Printer Attribution

Anselmo Ferreira, Luca Bondi, Luca Baroffio et al. · IEEE Transactions on Information Forensics and Security · 2017 · 64 citations · Full text

, , +16

A large-scale audit of dataset licensing and attribution in AI

Shayne Longpre, Robert Mahari, Anthony Chen et al. · Nature Machine Intelligence · 2024 · 63 citations · Full text

, , +17

Restricting the Flow: Information Bottlenecks for Attribution

Karl Schulz, Leon Sixt, Federico Tombari et al. · arXiv (Cornell University) · 2020 · 55 citations · Full text

, , +16

1–5 of 19

Authors

107

  1. JS
    Jacob Swett

    Massachusetts Institute of Technology, United States

    2 publications · 46 citations

    2

    h-index

  2. EC
    Ethan C. Alley

    Massachusetts Institute of Technology, United States

    2 publications · 46 citations

    2

    h-index

  3. KM
    Kevin M. Esvelt

    Massachusetts Institute of Technology, United States

    2 publications · 46 citations

    2

    h-index

  4. MZ
    Muhammad Zubair Malik

    North Dakota State University, United States

    1 publications · 17 citations

    1

    h-index

  5. DS
    Damien Sileo

    Harvard University Press, United States

    1 publications · 63 citations

    1

    h-index

1–5 of 107

Institutions

42

  1. Massachusetts Institute of Technology

    Cambridge, United States

    3 h-index

    13 publications

    549 citations

  2. Altlabs

    Berkeley, United States

    2 h-index

    8 publications

    124 citations

  3. University of Washington

    Seattle, United States

    2 h-index

    4 publications

    106 citations

  4. Johns Hopkins Center for Health Security

    Baltimore, United States

    1 h-index

    1 publications

    13 citations

  5. Duke University

    Durham, United States

    1 h-index

    1 publications

    33 citations

  6. COMSATS University Islamabad

    Islamabad, Pakistan

    1 h-index

    3 publications

    36 citations

  7. Shenzhen University

    Shenzhen, China

    1 h-index

    2 publications

    128 citations

  8. North Dakota State University

    Fargo, United States

    1 h-index

    4 publications

    68 citations

1–8 of 42

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 199 citations

    3

    h-index

  2. Nature Communications

    2 publications · 46 citations

    2

    h-index

  3. 1

    h-index

  4. 1

    h-index

  5. Symmetry

    1 publications · 26 citations

    1

    h-index

1–5