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This paper makes a substantial step towards cloning the functionality of black-box models by introducing a Machine learning (ML) architecture named Deep Neural Trees (DNTs).
Classification and Regression Trees
Breiman, L., Friedman, J., Olshen, R., and Stone, C. (eds.) · 1984
Earlier work this paper cites.
Neural trees: a new tool for classification
Sirat, J. and Nadal, J · 1990
Earlier work this paper cites.
Active learning literature survey
Settles, B · 2010
Earlier work this paper cites.
Online active learning of decision trees with evidential data
Ma, L., Destercke, S., and Wang, Y · 2016
Earlier work this paper cites.
Stealing machine learning models via prediction apis
Tramer, F., Zhang, F., Juels, A., Reiter, M. K., and Ristenpart, T · 2016
Earlier work this paper cites.
Practical black-box attacks against machine learning
Papernot, N., McDaniel, P., Goodfellow, I., Jha, S., Celik, Z. B., and Swami, A · 2017
Earlier work this paper cites.
Membership inference attacks against machine learning models
Shokri, R., Stronati, M., Song, C., and Shmatikov, V · 2017
Cited alongside, same era.
Hyperbolic neural networks
Ganea, O., Becigneul, G., and Hofmann, T · 2018
Cited alongside, same era.
Query-efficient black-box attack by active learning
Li, P., Yi, J., and Zhang, L · 2018
Cited alongside, same era.
Towards reverse-engineering black-box neural networks
Oh, S. J., Augustin, M., Schiele, B., and Fritz, M · 2018
Cited alongside, same era.
Neural arithmetic logic units
Trask, A., Hill, F., Reed, S., Rae, J., Dyer, C., and P.blunsom · 2018
Cited alongside, same era.
Stealing hyperparameters in machine learning
Wang, B. and Gong, N. Z · 2018
Later among the works it cites.
Neural network gradient-based learning of black-box function interfaces
Jacovi, A., Hadash, G., Kermany, E., Carmeli, B., Lavi, O., Kour, G., and Berant, J · 2019
Later among the works it cites.
Knockoff nets: Stealing functionality of black-box models
Orekondy, T., Schiele, B., and Fritz, M · 2019
Later among the works it cites.
Adaptive neural trees
Tanno, R., Arulkumaran, K., Alexander, D. C., Criminisi, A., and Nori, A · 2019
Later among the works it cites.
A survey on explainable artificial intelligence (xai): Towards medical xai
Tjoa, E. and Guan, C · 2019
Later among the works it cites.
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