Most-cited papers on Black box AI Models

Ranked by citation count via OpenAlex. Citations update on a rolling basis; list regenerates every 24h.

1. Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

   2019 · Nature Machine Intelligence · Rudin, Cynthia

   8,583 cited

2. A survey of methods for explaining black box models

   2019 · ISTI Open Portal · Guidotti, Riccardo, Monreale, Anna, Ruggieri, Salvatore et al.

   4,596 cited

3. Modelling feedback from stars and black holes in galaxy mergers

   2005 · Monthly Notices of the Royal Astronomical Society · Springel, Volker, Matteo, Tiziana Di, Hernquist, Lars

   2,232 cited

4. Nonlinear black-box modeling in system identification: a unified overview

   1995 · Automatica · Sjöberg, Jonas, Zhang, Qinghua, Ljung, Lennart et al.

   1,915 cited

5. A Unified, Merger‐driven Model of the Origin of Starbursts, Quasars, the Cosmic X‐Ray Background, Supermassive Black Holes, and Galaxy Spheroids

   2006 · The Astrophysical Journal Supplement Series · Hopkins, Philip F., Hernquist, Lars, Cox, Thomas J. et al.

   1,851 cited

6. Interpreting Black-Box Models: A Review on Explainable Artificial Intelligence

   2023 · Cognitive Computation · Hassija, Vikas, Chamola, Vinay, Mahapatra, Atmesh et al.

   1,615 cited

7. Black Hole Models for Active Galactic Nuclei

   1984 · Annual Review of Astronomy and Astrophysics · Rees, M. J.

   1,450 cited

8. Towards a unified model for black hole X-ray binary jets

   2004 · Monthly Notices of the Royal Astronomical Society · Fender, R. P., Belloni, T. M., Gallo, E.

   1,299 cited

9. Visualizing the Effects of Predictor Variables in Black Box Supervised Learning Models

   2020 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · Apley, Daniel W., Zhu, Jingyu

   1,298 cited

10. On looking into the black box: Prospects and limits in the search for mental models.

    1986 · Psychological Bulletin · Rouse, William B., Morris, Nancy M.

    1,206 cited

11. A semi-analytic model for the co-evolution of galaxies, black holes and active galactic nuclei

    2008 · Monthly Notices of the Royal Astronomical Society · Somerville, Rachel S., Hopkins, Philip F., Cox, Thomas J. et al.

    1,163 cited

12. Frequency-domain gravitational waves from nonprecessing black-hole binaries. II. A phenomenological model for the advanced detector era

    2016 · Physical review. D/Physical review. D. · Khan, S., Husa, S., Hannam, Mark et al.

    1,079 cited

13. A Unified, Merger-Driven Model for the Origin of Starbursts, Quasars, the Cosmic X-Ray Background, Supermassive Black Holes and Galaxy Spheroids

    2005 · CERN Document Server (European Organization for Nuclear Research) · P., Hopkins,, L., Hernquist,, T., Cox, et al.

    993 cited

14. The Assembly and Merging History of Supermassive Black Holes in Hierarchical Models of Galaxy Formation

    2003 · The Astrophysical Journal · Volonteri, Marta, Haardt, Francesco, Madau, Piero

    982 cited

15. Decision-Based Adversarial Attacks: Reliable Attacks Against Black-Box\n Machine Learning Models

    2017 · arXiv (Cornell University) · Brendel, Wieland, Rauber, Jonas, Bethge, Matthias

    892 cited

16. Simple Model of Complete Precessing Black-Hole-Binary Gravitational Waveforms

    2014 · Physical Review Letters · Hannam, M. D., Schmidt, P., Bohé, A. et al.

    736 cited

17. IMPROVED REFLECTION MODELS OF BLACK HOLE ACCRETION DISKS: TREATING THE ANGULAR DISTRIBUTION OF X-RAYS

    2014 · The Astrophysical Journal · García, Javier A., Dauser, Thomas, Lohfink, A. et al.

    708 cited

18. Quasiparticle band structure and tight-binding model for single- and bilayer black phosphorus

    2014 · Physical Review B · Руденко, А. Н., Katsnelson, M. I.

    676 cited

19. Evaluation of black carbon estimations in global aerosol models

    2009 · Atmospheric chemistry and physics · Koch, D., Schulz, Michael, Kinne, Stefan et al.

    665 cited

20. Global Optimization of Stochastic Black-Box Systems via Sequential Kriging Meta-Models

    2006 · Journal of Global Optimization · Huang, D., Allen, Theodore T., Notz, William I. et al.

    636 cited

21. Improved effective-one-body model of spinning, nonprecessing binary black holes for the era of gravitational-wave astrophysics with advanced detectors

    2017 · Physical review. D/Physical review. D. · Bohé, A., Shao, Lijing, Taracchini, Andrea et al.

    600 cited

22. Survey of modeling and optimization strategies to solve high-dimensional design problems with computationally-expensive black-box functions

    2009 · Structural and Multidisciplinary Optimization · Shan, Songqing, Wang, G. Gary

    582 cited

23. Toward a Theoretical Explanation of the Effects of Race on Counseling A Black and White Model

    1984 · The Counseling Psychologist · Helms, Janet E.

    577 cited

24. A global black carbon aerosol model

    1996 · Journal of Geophysical Research Atmospheres · Cooke, William, Wilson, J.

    550 cited

25. Exploration of mice in a black and white test box: Validation as a model of anxiety

    1989 · Pharmacology Biochemistry and Behavior · Costall, B., Jones, Brian J., Kelly, M.E. et al.

    542 cited

26. Primordial black holes from single field models of inflation

    2017 · Physics of the Dark Universe · García-Bellido, J., Morales, E. Ruiz

    540 cited

27. A light bending model for the X-ray temporal and spectral properties of accreting black holes

    2004 · Monthly Notices of the Royal Astronomical Society · Miniutti, G., Fabian, A. C.

    527 cited

28. Computationally efficient models for the dominant and subdominant harmonic modes of precessing binary black holes

    2021 · Physical review. D/Physical review. D. · Pratten, G., García-Quirós, C., Colleoni, M. et al.

    525 cited

29. SELF-CONSISTENT MODELS OF THE AGN AND BLACK HOLE POPULATIONS: DUTY CYCLES, ACCRETION RATES, AND THE MEAN RADIATIVE EFFICIENCY

    2008 · The Astrophysical Journal · Shankar, Francesco, Weinberg, David H., Miralda-Escudé, Jordi

    518 cited