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Nils Jansen — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Nils Jansen
30
papers ·
70
citations ·
27
h-index
Radboud University Nijmegen · Ruhr University Bochum
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Safe Reinforcement Learning via Probabilistic Shields
2018 · 16 citations
COOL-MC: A Comprehensive Tool for Reinforcement Learning and Model Checking
2022 · 16 citations
Safe Policy Improvement for POMDPs via Finite-State Controllers
2023 · 10 citations
Reinforcement Learning by Guided Safe Exploration
2023 · 6 citations
Robust Markov Decision Processes: A Place Where AI and Formal Methods Meet
2024 · 6 citations
More for Less: Safe Policy Improvement With Stronger Performance Guarantees
2023 · 5 citations
Act-Then-Measure: Reinforcement Learning for Partially Observable Environments with Active Measuring
2023 · 4 citations
Safe Reinforcement Learning via Shielding under Partial Observability
2022 · 3 citations
A Maintenance Planning Framework using Online and Offline Deep Reinforcement Learning
2022 · 3 citations
Safe Reinforcement Learning From Pixels Using a Stochastic Latent Representation
2022 · 3 citations
Robust Anytime Learning of Markov Decision Processes
2022 · 2 citations
Targeted Adversarial Attacks on Deep Reinforcement Learning Policies via Model Checking
2022 · 1 citations
Robust Active Measuring under Model Uncertainty
2023 · 1 citations
Factored Online Planning in Many-Agent POMDPs
2023 · 1 citations
Robust Probabilistic Shielding for Safe Offline Reinforcement Learning
2026
Top co-authors
Sebastian Junges
· 9
Thiago D. Sim\~ao
· 9
Marnix Suilen
· 6
Ufuk Topcu
· 6
Maris F. L. Galesloot
· 4
Merlijn Krale
· 4
Thiago D. Simao
· 4
Ralf Wimmer
· 3
Alexandru C. Serban
· 2
Bernd Becker
· 2
David Parker
· 2
Dennis Gross
· 2
Topics
Model-Based RL
Safe RL
Value-Based
Exploration
cs.AI
Multi-Agent
cs.LG
Offline RL
Policy Gradient
Game AI