Search Results for author: Stefanie Mohr

Found 4 papers, 1 papers with code

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.

Syntactic vs Semantic Linear Abstraction and Refinement of Neural Networks

1 code implementation20 Jul 2023 Calvin Chau, Jan Křetínský, Stefanie Mohr

In this work, we provide a more flexible framework where a neuron can be replaced with a linear combination of other neurons, improving the reduction.

Assessment of Neural Networks for Stream-Water-Temperature Prediction

no code implementations8 Oct 2021 Stefanie Mohr, Konstantina Drainas, Juergen Geist

In this work, we present a selection of state-of-the-art Neural Networks (NN) for the prediction of water temperatures in six streams in Germany.

DeepAbstract: Neural Network Abstraction for Accelerating Verification

no code implementations24 Jun 2020 Pranav Ashok, Vahid Hashemi, Jan Křetínský, Stefanie Mohr

While abstraction is a classic tool of verification to scale it up, it is not used very often for verifying neural networks.

Clustering

Cannot find the paper you are looking for? You can Submit a new open access paper.