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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.  Download: 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.  Download: 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.  Download: 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.  Download: 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.  Download: 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.  Download: 1910.12132.pdf (567.01 KB)