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F. Regol
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2021
Zhang, Y.
,
F. Regol
,
S. Pal
,
S. Khan
,
L. Ma
, and
M. J. Coates
,
"
Detection and Defense of Topological Adversarial Attacks on Graphs
",
Proc. Int. Conf. Artificial Intell. and Statist.
, Virtual Conference, Apr., 2021.
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zhang21i.pdf
(828 KB);
zhang21i-supp.pdf
(812.3 KB)
2020
Regol, F.
,
S. Pal
,
Y. Zhang
, and
M. J. Coates
,
"
Active Learning on Attributed Graphs via Graph Cognizant Logistic Regression and Preemptive Query Generation
",
Proc. Int. Conf. Machine Learning
, Virtual Conference, Jul., 2020.
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2007.05003.pdf
(694.35 KB)
Pal, S.
,
S. Malekmohammadi
,
F. Regol
,
Y. Zhang
,
Y. Xu
, and
M. J. Coates
,
"
Non-Parametric Graph Learning for Bayesian Graph Neural Networks
",
Proc. Uncertainity in Artificial Intell.
, Virtual Conference, Aug., 2020.
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2006.13335.pdf
(796.91 KB)
2019
Regol, F.
,
S. Pal
, and
M. J. Coates
,
"
Node Copying for Protection Against Graph Neural Network Topology Attacks
",
Proc. IEEE Comput. Adv. in Multi-Sensor Adaptive Process.
, Guadeloupe, West Indies, Dec., 2019.
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2007.06704.pdf
(310.01 KB)
Pal, S.
,
F. Regol
, and
M. J. Coates
,
"
Bayesian graph convolutional neural networks using node copying
",
Proc. Learning and Reasoning with Graph-Structured Representations Workshop, (International Conference on Machine Learning)
, Long Beach, USA, 06/2019.
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1911.04965.pdf
(417.04 KB)
Pal, S.
,
F. Regol
, and
M. J. Coates
,
"
Bayesian graph convolutional neural networks using non-parametric graph learning
",
Proc. Representation Learning on Graphs and Manifolds Workshop (Int. Conf. Learning Representations)
, New Orleans, USA, 05/2019.
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1910.12132.pdf
(567.01 KB)