Human-in-the-loop Learning

Human-In-The-Loop Learning is a machine learning paradigm in which human agents are actively integrated into the computational learning process to provide feedback, guidance, or intervention that directly informs model updates, distinguishing it from fully autonomous or unsupervised learning approaches by embedding human expertise, intent, or judgment as essential components of policy or behavior refinement.

315

Publications

20.1K

Citations

1.1K

Authors

435

Institutions

Publications per year

2017–2026

238

Variants

Hitl Learning

Parents

Human-robot Interaction LearningPolicy Learning

Publications

315

Integrating the Individual and the Organization.

Robert H. Guest, Chris Argyris · American Sociological Review · 1965 · 1.4K citations

Management, Organization Studies, Organizational Behavior +17

Cellpose 2.0: how to train your own model

Marius Pachitariu, Carsen Stringer · Nature Methods · 2022 · 1.4K citations · Full text

Computing, Computer Science, Biomedical Imaging +12

Interactive machine learning for health informatics: when do we need the human-in-the-loop?

Andreas Holzinger · Brain Informatics · 2016 · 877 citations · Full text

Computing, Computer Science, Health Informatics +11

Human-in-the-loop machine learning: a state of the art

Eduardo Mosqueira-Rey, Elena Hernández-Pereira, David Alonso-Ríos et al. · Artificial Intelligence Review · 2022 · 846 citations · Full text

Computing, Computer Science, Artificial Intelligence +10

A survey of human-in-the-loop for machine learning

Xingjiao Wu, Luwei Xiao, Yixuan Sun et al. · Future Generation Computer Systems · 2022 · 669 citations · Full text

Computing, Computer Science, Robotics Engineering +12

1–5 of 315

Authors

1.1K

AH
Andreas Holzinger
Medical University of Graz, Austria
7 publications · 1.4K citations
7
h-index
EM
Eduardo Mosqueira-Rey
Universidade da Coruña, Spain
4 publications · 899 citations
5
h-index
AP
Aditya Parameswaran
Stanford University, United States
3 publications · 187 citations
4
h-index
EH
Elena Hernández-Pereira
Universidade da Coruña, Spain
3 publications · 881 citations
4
h-index
DX
Doris Xin
University of California, Berkeley, United States
3 publications · 187 citations
4
h-index

1–5 of 1.1K

Institutions

435

1–8 of 435

Venues

arXiv (Cornell University)
Repository · 24 publications · 667 citations
15
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 10 publications · 575 citations
10
h-index
IEEE Transactions on Neural Networks and Learning Systems
4 publications · 170 citations
5
h-index
IEEE Journal of Biomedical and Health Informatics
3 publications · 63 citations
3
h-index
IEEE Transactions on Human-Machine Systems
3 publications · 185 citations
3
h-index

1–5