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ANVIL: Anomaly-based Vulnerability Identification without Labelled Training Data

by Weizhou Wang, Eric Liu, Xiangyu Guo, Xiao Hu, Ilya Grishchenko and David Lie
Reference:
Weizhou Wang, Eric Liu, Xiangyu Guo, Xiao Hu, Ilya Grishchenko and David Lie, “ANVIL: Anomaly-based Vulnerability Identification without Labelled Training Data”, In Proceedings of the 23rd International Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA), 2026.
Bibtex Entry:
@string{dimva26="Proceedings of the 23rd International Conference on Detection of Intrusions and Malware & Vulnerability Assessment (DIMVA)"}
@inproceedings{wwang:dimva2026:anvil,
    author    = {Weizhou Wang and Eric Liu and Xiangyu Guo and Xiao Hu and Ilya Grishchenko and David Lie},
    title     = {{ANVIL}: Anomaly-based Vulnerability Identification without Labelled Training Data},
    booktitle = DIMVA26,
    year      = {2026},
	month     = jul,
	url		  = {https://security.csl.toronto.edu/wp-content/uploads/2026/05/wwang_dimva2026_anvil.pdf},
	note = {(Acceptance 33/151: 21.9\%)}
}