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Nils Jansen
Nils Jansen
Professor of Artificial Intelligence and Formal Methods, Ruhr-University Bochum
Verified email at rub.de - Homepage
Title
Cited by
Cited by
Year
Safe Reinforcement Learning Using Probabilistic Shields
N Jansen, B Könighofer, S Junges, A Serban, R Bloem
CONCUR, 2020
253*2020
PROPhESY: A PRObabilistic ParamEter SYnthesis Tool
C Dehnert, S Junges, N Jansen, F Corzilius, M Volk, H Bruintjes, ...
International Conference on Computer Aided Verification, 214-231, 2015
1742015
Safety-constrained reinforcement learning for MDPs
S Junges, N Jansen, C Dehnert, U Topcu, JP Katoen
International conference on tools and algorithms for the construction and …, 2016
1662016
Parameter synthesis for Markov models: Faster than ever
T Quatmann, C Dehnert, N Jansen, S Junges, JP Katoen
International Symposium on Automated Technology for Verification and …, 2016
1232016
Conditioning in probabilistic programming
F Olmedo, F Gretz, N Jansen, BL Kaminski, JP Katoen, A McIver
ACM Transactions on Programming Languages and Systems (TOPLAS) 40 (1), 1-50, 2018
120*2018
Neural simplex architecture
DT Phan, R Grosu, N Jansen, N Paoletti, SA Smolka, SD Stoller
NASA Formal Methods Symposium, 97-114, 2020
1092020
Finite-state controllers of POMDPs via parameter synthesis
S Junges, N Jansen, R Wimmer, T Quatmann, L Winterer, J Katoen, ...
Conference on Uncertainty in Artificial Intelligence (UAI), 2018
101*2018
Safe Reinforcement Learning via Shielding for POMDPs
S Carr, N Jansen, S Junges, U Topcu
AAAI, 2023
96*2023
Parameter Synthesis for Markov Models: Covering the Parameter Space
S Junges, E Ábrahám, C Hensel, N Jansen, JP Katoen, T Quatmann, ...
Formal Methods in System Design, 2024
86*2024
Accelerating parametric probabilistic verification
N Jansen, F Corzilius, M Volk, R Wimmer, E Ábrahám, JP Katoen, ...
International Conference on Quantitative Evaluation of Systems, 404-420, 2014
862014
Shield synthesis for reinforcement learning
B Könighofer, F Lorber, N Jansen, R Bloem
Leveraging Applications of Formal Methods, Verification and Validation …, 2020
832020
Task-Aware Verifiable RNN-Based Policies for Partially Observable Markov Decision Processes
S Carr, N Jansen, U Topcu
Journal of Artificial Intelligence Research 72, 819-847, 2021
81*2021
Adversarial patch camouflage against aerial detection
R Den Hollander, A Adhikari, I Tolios, M van Bekkum, A Bal, S Hendriks, ...
Artificial intelligence and machine learning in defense applications II …, 2020
80*2020
DTMC model checking by SCC reduction
E Abrahám, N Jansen, R Wimmer, JP Katoen, B Becker
International Conference on the Quantitative Evaluation of Systems, 37-46, 2010
752010
Convex optimization for parameter synthesis in MDPs
M Cubuktepe, N Jansen, S Junges, JP Katoen, U Topcu
IEEE Transactions on Automatic Control 67 (12), 6333-6348, 2021
70*2021
Counterexample generation for discrete-time Markov models: An introductory survey
E Ábrahám, B Becker, C Dehnert, N Jansen, JP Katoen, R Wimmer
International School on Formal Methods for the Design of Computer …, 2014
642014
A greedy approach for the efficient repair of stochastic models
S Pathak, E Ábrahám, N Jansen, A Tacchella, JP Katoen
NASA Formal Methods Symposium, 295-309, 2015
632015
Robust Control for Dynamical Systems With Non-Gaussian Noise via Formal Abstractions
T Badings, L Romao, A Abate, D Parker, HA Poonawala, M Stoelinga, ...
Journal of Artificial Intelligence Research, 2023
612023
Damage detection using in-domain and cross-domain transfer learning
ZA Bukhsh, N Jansen, A Saeed
Neural Computing and Applications, 2021
612021
Minimal critical subsystems for discrete-time Markov models
R Wimmer, N Jansen, E Ábrahám, B Becker, JP Katoen
International Conference on Tools and Algorithms for the Construction and …, 2012
602012
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Articles 1–20