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Reactions such as gestures, facial expressions, and vocalizations are an abundant, naturally occurring channel of information that humans provide during interactions.
Facial expressions
P. Ekman · 1999
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A social reinforcement learning agent
C. Isbell, C. R. Shelton, M. Kearns, S. Singh, and P. Stone · 2001
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Automatic facial expression analysis: a survey
B. Fasel and J. Luettin · 2003
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Bonferroni correction
E. W. Weisstein · 2004
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The kendall rank correlation coefficient
H. Abdi · 2007
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Wilcoxon signed-rank test
R. Woolson · 2007
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A survey of robot learning from demonstration
B. D. Argall, S. Chernova, M. Veloso, and B. Browning · 2009
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Interactively shaping agents via human reinforcement: The tamer framework
W. B. Knox and P. Stone · 2009
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Evidence and a computational explanation of cultural differences in facial expression recognition
M. N. Dailey, C. Joyce, M. J. Lyons, M. Kamachi, H. Ishi, J. Gyoba, and G. W. Cottrell · 2010
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The simulation of smiles (sims) model: Embodied simulation and the meaning of facial expression
P. M. Niedenthal, M. Mermillod, M. Maringer, and U. Hess · 2010
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What is basic about basic emotions? lasting lessons from affective neuroscience
J. Panksepp and D. Watt · 2011
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Recognising spontaneous facial micro-expressions
T. Pfister, X. Li, G. Zhao, and M. Pietikäinen · 2011
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Online human training of a myoelectric prosthesis controller via actor-critic reinforcement learning
P. M. Pilarski, M. R. Dawson, T. Degris, F. Fahimi, J. P. Carey, and R. S. Sutton · 2011
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Effect of human guidance and state space size on interactive reinforcement learning
H. B. Suay and S. Chernova · 2011
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Exploring temporal patterns in classifying frustrated and delighted smiles
M. E. Hoque, D. J. McDuff, and R. W. Picard · 2012
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Random search for hyper-parameter optimization
J. Bergstra and Y. Bengio · 2012
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Training a robot via human feedback: A case study
W. B. Knox, P. Stone, and C. Breazeal · 2013
Cited alongside, same era.
How fast are the leaked facial expressions: The duration of micro-expressions
W.-J. Yan, Q. Wu, J. Liang, Y.-H. Chen, and X. Fu · 2013
Cited alongside, same era.
A spontaneous micro-expression database: Inducement, collection and baseline
X. Li, T. Pfister, X. Huang, G. Zhao, and M. Pietikäinen · 2013
Cited alongside, same era.
Robot learning from human teachers
S. Chernova and A. L. Thomaz · 2014
Cited alongside, same era.
Learning something from nothing: Leveraging implicit human feedback strategies
R. Loftin, B. Peng, J. MacGlashan, M. L. Littman, M. E. Taylor, J. Huang, and D. L. Roberts · 2014
Cited alongside, same era.
Deep facial expression recognition: A survey
S. Li and W. Deng · 2018
Later among the works it cites.
Facial displays are tools for social influence
C. Crivelli and A. J. Fridlund · 2018
Later among the works it cites.
Objective classes for micro-facial expression recognition
A. K. Davison, W. Merghani, and M. H. Yap · 2018
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Deep tamer: Interactive agent shaping in high-dimensional state spaces
G. Warnell, N. Waytowich, V. Lawhern, and P. Stone · 2018
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Learning via social awareness: Improving a deep generative sketching model with facial feedback
N. Jaques, J. McCleary, J. Engel, D. Ha, F. Bertsch, R. Picard, and D. Eck · 2018
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D. P. Kingma and J. Ba · 2014
Cited alongside, same era.
The human face as a dynamic tool for social communication
R. E. Jack and P. G. Schyns · 2015
Cited alongside, same era.
Cross-dataset learning and person-specific normalisation for automatic action unit detection
T. Baltrušaitis, M. Mahmoud, and P. Robinson · 2015
Cited alongside, same era.
Face valuing: Training user interfaces with facial expressions and reinforcement learning
V. Veeriah, P. M. Pilarski, and R. S. Sutton · 2016
Cited alongside, same era.
Machine learning with personal data
D. Kamarinou, C. Millard, and J. Singh · 2016
Cited alongside, same era.
Active preference-based learning of reward functions
D. Sadigh, A. D. Dragan, S. Sastry, and S. A. Seshia · 2017
Cited alongside, same era.
Social eye gaze in human-robot interaction: a review
H. Admoni and B. Scassellati · 2017
Cited alongside, same era.
R. Arakawa, S. Kobayashi, Y. Unno, Y. Tsuboi, and S.-i. Maeda · 2018
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Beyond clever hans: Learning from people without their really trying
V. Veeriah · 2018
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Openface 2.0: Facial behavior analysis toolkit
T. Baltrusaitis, A. Zadeh, Y. C. Lim, and L.-P. Morency · 2018
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A review of robot learning for manipulation: Challenges, representations, and algorithms
O. Kroemer, S. Niekum, and G. Konidaris · 2019
Later among the works it cites.
Human-centered reinforcement learning: A survey
G. Li, R. Gomez, K. Nakamura, and B. He · 2019
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Leveraging human guidance for deep reinforcement learning tasks
R. Zhang, F. Torabi, L. Guan, D. H. Ballard, and P. Stone · 2019
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Affect-based intrinsic rewards for learning general representations
D. Zadok, D. McDuff, and A. Kapoor · 2019
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Ai now 2019 report
K. Crawford, R. Dobbe, T. Dryer, G. Fried, B. Green, E. Kaziunas, A. Kak, V. Mathur, E. McElroy, A. N. Sánchez, et al · 2019
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Bridging near-and long-term concerns about ai
S. Cave and S. S. ÓhÉigeartaigh · 2019
Later among the works it cites.
A review on interactive reinforcement learning from human social feedback
J. Lin, Z. Ma, R. Gomez, K. Nakamura, B. He, and G. Li · 2020
Closest in time.
Facial feedback for reinforcement learning: a case study and offline analysis using the tamer framework
G. Li, H. Dibeklioğlu, S. Whiteson, and H. Hung · 2020
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