Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned

Kajetan Schweighofer; Barbara Brune; Lukas Gruber; Simon Schmid; Alexander Aufreiter; Andreas Gruber; Thomas Doms; Sebastian Eder; Florian Mayer; Xaver-Paul Stadlbauer; Christoph Schwald; Werner Zellinger; Bernhard Nessler; Sepp Hochreiter

doi:10.48550/arXiv.2509.08852

Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned

Kajetan Schweighofer
, Barbara Brune
, Lukas Gruber
, Simon Schmid
, Alexander Aufreiter
, Andreas Gruber
, Thomas Doms
, Sebastian Eder
, Florian Mayer
, Xaver-Paul Stadlbauer
, Christoph Schwald
, Werner Zellinger
, Bernhard Nessler
, Sepp Hochreiter

Research output: Working paper and reports › Preprint

Original language	English
Number of pages	63
DOIs	https://doi.org/10.48550/arXiv.2509.08852
Publication status	Published - 08 Sept 2025

Publication series

Name	arXiv.org
No.	2509.08852

Fields of science

101019 Stochastics
102003 Image processing
103029 Statistical physics
101018 Statistics
101017 Game theory
102001 Artificial intelligence
202017 Embedded systems
101016 Optimisation
101015 Operations research
101014 Numerical mathematics
101029 Mathematical statistics
101028 Mathematical modelling
101026 Time series analysis
101024 Probability theory
102032 Computational intelligence
102004 Bioinformatics
102013 Human-computer interaction
101027 Dynamical systems
305907 Medical statistics
101004 Biomathematics
305905 Medical informatics
101031 Approximation theory
102033 Data mining
102 Computer Sciences
305901 Computer-aided diagnosis and therapy
102019 Machine learning
106007 Biostatistics
102018 Artificial neural networks
106005 Bioinformatics
202037 Signal processing
202036 Sensor systems
202035 Robotics

JKU Focus areas

Digital Transformation

Access to Document

10.48550/arXiv.2509.08852

Cite this

@techreport{447c1d590ee7435b9b7e483ea89ef7d7,

title = "Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned",

author = "Kajetan Schweighofer and Barbara Brune and Lukas Gruber and Simon Schmid and Alexander Aufreiter and Andreas Gruber and Thomas Doms and Sebastian Eder and Florian Mayer and Xaver-Paul Stadlbauer and Christoph Schwald and Werner Zellinger and Bernhard Nessler and Sepp Hochreiter",

year = "2025",

month = sep,

day = "8",

doi = "10.48550/arXiv.2509.08852",

language = "English",

series = "arXiv.org",

number = "2509.08852",

type = "WorkingPaper",

}

TY - UNPB

T1 - Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned

AU - Schweighofer, Kajetan

AU - Brune, Barbara

AU - Gruber, Lukas

AU - Schmid, Simon

AU - Aufreiter, Alexander

AU - Gruber, Andreas

AU - Doms, Thomas

AU - Eder, Sebastian

AU - Mayer, Florian

AU - Stadlbauer, Xaver-Paul

AU - Schwald, Christoph

AU - Zellinger, Werner

AU - Nessler, Bernhard

AU - Hochreiter, Sepp

PY - 2025/9/8

Y1 - 2025/9/8

U2 - 10.48550/arXiv.2509.08852

DO - 10.48550/arXiv.2509.08852

M3 - Preprint

T3 - arXiv.org

BT - Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned

ER -