Janek Groß

According to our database, Janek Groß authored at least 10 papers between 2020 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Conformal Prediction and Uncertainty Wrapper: What Statistical Guarantees Can You Get for Uncertainty Quantification in Machine Learning?

Lisa Jöckel, Michael Kläs, Janek Groß, Pascal Gerber

Proceedings of the Computer Safety, Reliability, and Security. SAFECOMP 2023 Workshops, 2023

Operationalizing Assurance Cases for Data Scientists: A Showcase of Concepts and Tooling in the Context of Test Data Quality for Machine Learning.

Lisa Jöckel, Michael Kläs, Janek Groß, Pascal Gerber, Markus Scholz, Jonathan Eberle, Marc Teschner, Daniel Seifert, Richard Hawkins, John Molloy, Jens Ottnad

Proceedings of the Product-Focused Software Process Improvement, 2023

Reliability Estimation of ML for Image Perception: A Lightweight Nonlinear Transformation Approach Based on Full Reference Image Quality Metrics.

João-Vitor Zacchi, Francesco Carella, Priyank Upadhya, Shanza Ali Zafar, John Molloy, Lisa Jöckel, Janek Groß, Núria Mata, Nguyen Anh Vu Doan

Proceedings of the 16th IEEE International Symposium on Embedded Multicore/Many-core Systems-on-Chip, 2023

Timeseries-aware Uncertainty Wrappers for Uncertainty Quantification of Information-Fusion-Enhanced AI Models based on Machine Learning.

Janek Groß, Michael Kläs, Lisa Jöckel, Pascal Gerber

Proceedings of the 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2023

2022

Architectural Patterns for Handling Runtime Uncertainty of Data-Driven Models in Safety-Critical Perception.

Janek Groß, Rasmus Adler, Michael Kläs, Jan Reich, Lisa Jöckel, Roman Gansch

Proceedings of the Computer Safety, Reliability, and Security, 2022

2021

Towards a Common Testing Terminology for Software Engineering and Artificial Intelligence Experts.

Lisa Jöckel, Thomas Bauer, Michael Kläs, Marc P. Hauer, Janek Groß

CoRR, 2021

A systematic review of Python packages for time series analysis.

Julien Siebert, Janek Groß, Christof Schroth

CoRR, 2021

Towards a Common Testing Terminology for Software Engineering and Data Science Experts.

Lisa Jöckel, Thomas Bauer, Michael Kläs, Marc P. Hauer, Janek Groß

Proceedings of the Product-Focused Software Process Improvement, 2021

Using Complementary Risk Acceptance Criteria to Structure Assurance Cases for Safety-Critical AI Components.

Michael Klaes, Rasmus Adler, Lisa Jöckel, Janek Groß, Jan Reich

Proceedings of the Workshop on Artificial Intelligence Safety 2021 co-located with the Thirtieth International Joint Conference on Artificial Intelligence (IJCAI 2021), 2021

2020

Directional Message Passing for Molecular Graphs.

Johannes Klicpera, Janek Groß, Stephan Günnemann

Proceedings of the 8th International Conference on Learning Representations, 2020