Thomas Villmann
3 papers · 2019–2025 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
Venues
Top co-authors
Research topics
Keywords
neural network
(2)
interpretable classification
(1)
adversarial attack
(1)
robustness certification
(1)
interpretable model
(1)
robustness guarantee
(1)
prototype-based learning
(1)
radial basis function
(1)
probabilistic classifier
(1)
radial basis function classifier
(1)
deep prototype-based network
(1)
nearest prototype classifier
(1)
prototype-based network
(1)
adversarial robustness
(1)
hypothesis margin
(1)
Papers
A Robust Prototype-Based Network with Interpretable RBF Classifier Foundations
AAAI 2025
Fast Adversarial Robustness Certification of Nearest Prototype Classifiers for Arbitrary Seminorms
NeurIPS 2020
Classification-by-Components: Probabilistic Modeling of Reasoning over a Set of Components
NeurIPS 2019