Record link: 
http://hdl.handle.net/20.500.12708/219936
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Title: 
Exact Upper and Lower Bounds for the Output Distribution of Neural Networks with Random Inputs
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Citation: 
Kofnov, A., Kapla, D. B., Bartocci, E., & Bura, E. (2025). Exact Upper and Lower Bounds for the Output Distribution of Neural Networks with Random Inputs. In PMLR Proceedings of Machine Learning Research (pp. 31133–31157). http://hdl.handle.net/20.500.12708/219936
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Publication Type: 
Inproceedings - Full-Paper Contribution
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Language: 
English
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Authors: 
Kofnov, Andrey 
Kapla, Daniel Benjamin 
Bartocci, Ezio 
Bura, Efstathia 
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Organisational Unit: 
E191-01 - Forschungsbereich Cyber-Physical Systems 
E105-08 - Forschungsbereich Angewandte Statistik 
E056-10 - Fachbereich SecInt-Secure and Intelligent Human-Centric Digital Technologies 
E056-13 - Fachbereich LogiCS 
E056-17 - Fachbereich Trustworthy Autonomous Cyber-Physical Systems 
E056-26 - Fachbereich Automated Reasoning 
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Published in: 
PMLR Proceedings of Machine Learning Research 
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Volume: 
267
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Date (published): 
2025
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Event name: 
42nd International Conference on Machine Learning (ICML 2025) 
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Event date: 
13-Jul-2025 - 19-Jul-2025
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Event place: 
Vancouver, Canada
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Number of Pages: 
25
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Peer reviewed: 
Yes
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Keywords: 
Exact Upper and Lower Bounds; neural networks deep learning
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Project title: 
Distribution Recovery for Invariant Generation of Probabilistic Programs: ICT19-018 (WWTF Wiener Wissenschafts-, Forschu und Technologiefonds) 
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Link (external): 
https://openreview.net/pdf?id=YJZFAtuQWX
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Research Areas: 
Computer Engineering and Software-Intensive Systems: 100%
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Science Branch: 
1020 - Informatik: 100%
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Appears in Collections:
Conference Paper

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