Deep statistical model checking

TP Gros, H Hermanns, J Hoffmann, M Klauck… - … 2020, Held as Part of the …, 2020 - Springer
Neural networks (NN) are taking over ever more decisions thus far taken by humans, even
though verifiable system-level guarantees are far out of reach. Neither is the verification …

Analyzing neural network behavior through deep statistical model checking

TP Gros, H Hermanns, J Hoffmann, M Klauck… - International Journal on …, 2023 - Springer
Neural networks (NN) are taking over ever more decisions thus far taken by humans, even
though verifiable system-level guarantees are far out of reach. Neither is the verification …

[PDF][PDF] Tracking the race: Analyzing racetrack agents trained with imitation learning and deep reinforcement learning

TP Gros - Master's thesis, 2021 - academia.edu
Tracking the Race: Analyzing Racetrack Agents Trained with Imitation Learning and Deep
Reinforcement Learning Page 1 Saarland University Master’s Thesis Tracking the Race …

Tracking the Race Between Deep Reinforcement Learning and Imitation Learning--Extended Version

TP Gros, D Höller, J Hoffmann, V Wolf - arXiv preprint arXiv:2008.00766, 2020 - arxiv.org
Learning-based approaches for solving large sequential decision making problems have
become popular in recent years. The resulting agents perform differently and their …

[PDF][PDF] Details of the Racetrack Jani Model appearing in “Deep Statistical Model Checking”

TP Gros, H Hermanns, J Hoffmann, M Klauck… - racetrack.perspicuous-computing …
For reference, this compendium provides details regarding Racetrack and our Jani models
appearing in [1]. The model, along with all other infrastructure as well as our modification of …