Search Results for author: Jan Kretinsky

Found 3 papers, 1 papers with code

Monitizer: Automating Design and Evaluation of Neural Network Monitors

no code implementations16 May 2024 Muqsit Azeem, Marta Grobelna, Sudeep Kanav, Jan Kretinsky, Stefanie Mohr, Sabine Rieder

It allows for (i) application of various types of monitors from the literature to a given input NN, (ii) optimization of the monitor's hyperparameters, and (iii) experimental evaluation and comparison to other approaches.

Decision Making

Learning Explainable and Better Performing Representations of POMDP Strategies

no code implementations15 Jan 2024 Alexander Bork, Debraj Chakraborty, Kush Grover, Jan Kretinsky, Stefanie Mohr

Strategies for partially observable Markov decision processes (POMDP) typically require memory.

Guessing Winning Policies in LTL Synthesis by Semantic Learning

1 code implementation24 May 2023 Jan Kretinsky, Tobias Meggendorfer, Maximilian Prokop, Sabine Rieder

Firstly, checking whether a guessed strategy is winning is easier than constructing one.

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