Tereza Kinská, Jan Kretinsky, Tobias Meggendorfer, Sabine Rieder, Maximilian Weininger: dtControl2+epsilon: Trading Optimality for Explainability in MDPs via Decision Trees (preprint)
Jule Schmidt, Maximilian Weininger, Clemens Dubslaff, David Parker, Nils Jansen: Property-driven Causal Abstractions for Markov Decision Processes (preprint)
Joshua Wendland, Markel Zubia, Roman Andriushchenko, Maris F. L. Galesloot, Milan Ceska, Henrik von Kleist, Thiago D. Simao, Maximilian Weininger, Nils Jansen: Missingness-MDPs: Bridging the Theory of Missing Data and POMDPs (preprint)
April’26: Organized the fifth AI-FM workshop in Bochum
March’26: Co-organized AQUARIUM, the 1st Workshop on Automated Quantification of Risk in Uncertain Models
February’26: Invited talk “How can sampling paths help solving Markov decision processes” in the Seminar for Formal Methods & Machine Learning of the TU Graz
Miriam Schäfers, Merlijn Krale, Thiago D. Simao, Nils Jansen, Maximilian Weininger: Perception-Based Beliefs for POMDPs with Visual Observations (preprint)
December’25: Organized the fourth AI-FM workshop in Bochum
August’25: Serving as member of the AAAI’26 program committee
July’25: Organized the third AI-FM workshop in Bochum
Carlos E. Budde, Arnd Hartmanns, Tobias Meggendorfer, Maximilian Weininger, and Patrick Wienhöft. Statistical Model Checking Beyond Means: Quantiles, CVaR, and the DKW Inequality
Tobias Meggendorfer, Maximilian Weininger, Patrick Wienhöft. What Are the Odds? Improving Statistical Model Checking of Markov Decision Processes (preprint)
Thomas Brihaye, Krishnendu Chatterjee, Stefanie Mohr, Maximilian Weininger. Risk-aware Markov Decision Processes Using Cumulative Prospect Theory (preprint)
Marta Grobelna, Jan Kretinsky, Maximilian Weininger. Stopping Criteria for Value Iteration on Concurrent Stochastic Reachability and Safety Games (preprint)
April’25: Presentations at Storm-days and ROCKS’25.
April’25: Paper accepted in the STTT invited special issue of TACAS’23:
Arnd Hartmanns, Sebastian Junges, Tim Quatmann, Maximilian Weininger: Revised Practitioner’s Guide to MDP Model Checking Algorithms (preprint).
Krishnendu Chatterjee, Tim Quatmann, Maximilian Schäffeler, Maximilian Weininger, Tobias Winkler, Daniel Zilken. Fixed Point Certificates for Reachability and Expected Rewards in MDPs (preprint)
Carlos E. Budde, Arnd Hartmanns, Tobias Meggendorfer, Maximilian Weininger, Patrick Wienhöft. Sound Statistical Model Checking for Probabilities and Expected Rewards (preprint)