Concepedia

Model Accountability

Model Accountability is a formal governance framework that specifies the mechanisms, responsibilities, and auditability procedures governing the development, deployment, and monitoring of machine learning models to ensure transparency, compliance, and answerability to stakeholders.

20

Publications

1K

Citations

88

Authors

49

Institutions

Publications per year

2017–2026

11

Parents

Publications

20

Five ways to ensure that models serve society: a manifesto

Andrea Saltelli, Gabriele Bammer, Isabelle Bruno et al. · Nature · 2020 · 467 citations · Full text

, , +8

Improving performance and fostering accountability in the public sector through system dynamics modelling: <i>From an ‘external’ to an ‘internal’ perspective</i>

Carmine Bianchi · Systems Research and Behavioral Science · 2010 · 95 citations · Full text

, , +15

Program Evaluation: The Accountability Bridge Model for Counselors

Randall L. Astramovich, J. Kelly Coker · Journal of Counseling & Development · 2007 · 64 citations

, , +13

Copyright Protection and Accountability of Generative AI: Attack, Watermarking and Attribution

Haonan Zhong, Jiamin Chang, Tingmin Wu et al. · 2023 · 46 citations · Full text

, , +12

Aspirations and Practice of ML Model Documentation: Moving the Needle with Nudging and Traceability

Avinash Bhat, Austin Coursey, Grace Hu et al. · 2023 · 31 citations

, , +15

1–5 of 20

Authors

88

  1. SP
    Siani Pearson

    Hewlett-Packard (United States), United States

    2 publications · 50 citations

    2

    h-index

  2. MD
    Monica Di Fiore

    University of Bergen, Norway

    1 publications · 467 citations

    1

    h-index

  3. AT
    Anvith Thudi

    Vector Institute, Canada

    1 publications · 11 citations

    1

    h-index

  4. ES
    Erik S. Reinert

    Tallinn University of Technology, Estonia

    1 publications · 467 citations

    1

    h-index

  5. IM
    Ian Molloy

    IBM (United States), United States

    1 publications · 18 citations

    1

    h-index

1–5 of 88

Institutions

49

  1. Australian National University

    Canberra, Australia

    3 h-index

    2 publications

    513 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    3 publications

    84 citations

  3. University of California, Berkeley

    Berkeley, United States

    1 h-index

    1 publications

    467 citations

  4. National Research Council

    Rome, Italy

    1 h-index

    1 publications

    467 citations

  5. Parallel Consulting (United States)

    Petaluma, United States

    1 h-index

    6 publications

    156 citations

  6. University of Bergen

    Bergen, Norway

    1 h-index

    1 publications

    467 citations

  7. Open Evidence

    Barcelona, Spain

    1 h-index

    1 publications

    467 citations

  8. St. John's College of Nursing

    Springfield, United States

    1 h-index

    1 publications

    467 citations

1–8 of 49

Venues

  1. Policy & Governance Review

    1 publications · 14 citations

    1

    h-index

  2. The American Naturalist

    AN · 1 publications · 24 citations

    1

    h-index

  3. Huan jing ke xue= Huanjing kexue

    1 publications · 22 citations

    1

    h-index

  4. PLoS ONE

    1 publications · 12 citations

    1

    h-index

  5. European Journal of Operational Research

    1 publications · 23 citations

    1

    h-index

1–5