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Marco Sälzer
Marco Sälzer
Bestätigte E-Mail-Adresse bei uni-kassel.de
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Zitiert von
Zitiert von
Jahr
Reachability is NP-complete even for the simplest neural networks
M Sälzer, M Lange
Reachability Problems: 15th International Conference, RP 2021, Liverpool, UK …, 2021
172021
Fundamental Limits in Formal Verification of Message-Passing Neural Networks
M Sälzer, M Lange
International Conference on Learning Representations (ICLR), 2023
72023
Verifying and interpreting neural networks using finite automata
M Sälzer, E Alsmann, F Bruse, M Lange
arXiv preprint arXiv:2211.01022, 2022
22022
Local higher-order fixpoint iteration
F Bruse, J Kreiker, M Lange, M Sälzer
Information and Computation 289, 104963, 2022
22022
Reachability in Simple Neural Networks
M Sälzer, M Lange
Fundamenta Informaticae 189 (3-4), 241-259, 2022
12022
Towards Learning From Graph Representable Formal Models.
M Sälzer, G Siebert
OVERLAY@ GandALF, 67-71, 2021
12021
A Logic for Reasoning About Aggregate-Combine Graph Neural Networks
P Nunn, M Sälzer, F Schwarzentruber, N Troquard
arXiv preprint arXiv:2405.00205, 2024
2024
On Challenges and Opportunities in the Translation of Deep Neural Networks into Finite Automata
M Sälzer, E Alsmann, M Lange
2023
Time-Aware Robustness of Temporal Graph Neural Networks for Link Prediction
M Sälzer, S Beddar-Wiesing
30th International Symposium on Temporal Representation and Reasoning (TIME …, 2023
2023
Finite Convergence of μ-Calculus Fixpoints on Genuinely Infinite Structures
F Bruse, M Sälzer, M Lange
46th International Symposium on Mathematical Foundations of Computer Science …, 2021
2021
Complexity and Decidability Results for Verification of Deep Learning Models
M Sälzer, M Lange
LiVe 2022 6th Workshop on Learning in Verification, 0
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