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Machine Teaching (MT) is an interactive process where a human and a machine interact with the goal of training a machine learning model (ML) for a specified task.
Document classification through interactive supervision of document and term labels
S Godbole, A Harpale, S Sarawagi, et al · 2004
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AG’s corpus of news articles, 2005
A Gulli · 2005
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Closing the Loop: Fast, Interactive Semi-Supervised Annotation With Queries on Features and Instances
B Settles · 2011
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ICE: Enabling Non-Experts to Build Models Interactively for Large-Scale Lopsided Problems
P Simard, D Chickering, A Lakshmiratan, et al · 2014
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Machine Teaching: An Inverse Problem to Machine Learning and an Approach Toward Optimal Education
X Zhu · 2015
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Human-in-the-Loop Parsing
L He, J Michael, M Lewis, et al · 2016
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Interactive Semantic Featuring for Text Classification
C Jandot, P Simard, M Chickering, et al · 2016
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Iterative Machine Teaching
W Liu, B Dai, A Humayun, et al · 2017
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Exploring Human-like Attention Supervision in Visual Question Answering
T Qiao, J Dong, and D Xu · 2017
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Machine Teaching: A New Paradigm for Building Machine Learning Systems
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Bringing Transparency Design into Practice
M Eiband, H Schneider, M Bilandzic, et al · 2018
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Towards Natural Cognitive System Training Interactions: A Preliminary Framework
E Harpstead, C. J Maclellan, R. P Marinier Iii, et al · 2018
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Can Neural Machine Translation be Improved with User Feedback?
J Kreutzer, S Khadivi, E Matusov, et al · 2018
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Jill Watson: A Virtual Teaching Assistant for Online Education
A Goel and L Polepeddi · 2019
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Taxonomy and Survey of Interpretable Machine Learning Method
S Das, N Agarwal, D Venugopal, et al · 2020
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Interactive Machine Teaching: A Human-centered Approach to Building Machine-learned Models
G Ramos, C Meek, P Simard, et al · 2020
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Learning to summarize from human feedback
N Stiennon, L Ouyang, J Wu, et al · 2020
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Understanding the Relationship between Interactions and Outcomes in Human-in-the-Loop Machine Learning
Y Cui, P Koppol, H Admoni, et al · 2021
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Towards Mutual Theory of Mind in Human-AI Interaction: How Language Reflects What Students Perceive About a Virtual Teaching Assistant
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An Overview of Machine Teaching
X Zhu, A Singla, S Zilles, et al · 2018
Cited alongside, same era.
Q Wang, K Saha, E Gregori, et al · 2021
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A Framework for Interactive Knowledge-Aided Machine Teaching
K Taneja, H Sikka, and A Goel · 2022
Closest in time.