Article (Scientific journals)
Exact feature collisions in neural networks
Ozbulak, Utku; Rao, Shodhan; De Neve, Wesley et al.
2026In Scientific Reports, 16, p. 10139
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Keywords :
Activation functions; Input transformations; Model vulnerability; Neural network classifiers; Null-space search; Rank and nullity
Disciplines :
Computer science
Mathematics
Author, co-author :
Ozbulak, Utku;  Center for Biosystems and Biotech Data Science, Ghent University Global Campus, Incheon, South Korea ; IDLab-Department of Electronics and Information Systems, Ghent University, Ghent, Belgium ; Computational and Data Sciences Department, George Mason University Korea, Incheon, South Korea
Rao, Shodhan;  Center for Biosystems and Biotech Data Science, Ghent University Global Campus, Incheon, South Korea ; Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
De Neve, Wesley;  Center for Biosystems and Biotech Data Science, Ghent University Global Campus, Incheon, South Korea ; IDLab-Department of Electronics and Information Systems, Ghent University, Ghent, Belgium
Vankerschaver, Joris;  Center for Biosystems and Biotech Data Science, Ghent University Global Campus, Incheon, South Korea ; Department of Mathematics, Computer Science, and Statistics, Ghent University, Ghent, Belgium
Van Messem, Arnout   ;  Université de Liège - ULiège > Mathematics
Gasparyan, Manvel ;  Center for Biosystems and Biotech Data Science, Ghent University Global Campus, Incheon, South Korea. manvel.gasparyan@ugent.be ; Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium. manvel.gasparyan@ugent.be
 These authors have contributed equally to this work.
Language :
English
Title :
Exact feature collisions in neural networks
Publication date :
21 February 2026
Journal title :
Scientific Reports
eISSN :
2045-2322
Publisher :
Springer Science and Business Media LLC, England
Volume :
16
Pages :
10139
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBi :
since 25 February 2026

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