Janek Groß

14 papers A* 1B 2Journal 6Unranked 5
YearRankTypeTitle / Venue / Authors
2023 — conf
Conformal Prediction and Uncertainty Wrapper: What Statistical Guarantees Can You Get for Uncertainty Quantification in Machine Learning?
SAFECOMP Workshops
Lisa Jöckel, Michael Kläs, Janek Groß, Pascal Gerber
2023 — conf
Operationalizing Assurance Cases for Data Scientists: A Showcase of Concepts and Tooling in the Context of Test Data Quality for Machine Learning.
PROFES (1)
Lisa Jöckel, Michael Kläs, Janek Groß, Pascal Gerber, Markus Scholz, Jonathan Eberle, Marc Teschner, Daniel Seifert, Richard Hawkins, John Molloy, Jens Ottnad
2023 J jnl
Operationalizing Assurance Cases for Data Scientists: A Showcase of Concepts and Tooling in the Context of Test Data Quality for Machine Learning.
CoRR
Lisa Jöckel, Michael Kläs, Janek Groß, Pascal Gerber, Markus Scholz, Jonathan Eberle, Marc Teschner, Daniel Seifert, Richard Hawkins, John Molloy, Jens Ottnad
2023 — conf
Reliability Estimation of ML for Image Perception: A Lightweight Nonlinear Transformation Approach Based on Full Reference Image Quality Metrics.
MCSoC
João-Vitor Zacchi, Francesco Carella, Priyank Upadhya, Shanza Ali Zafar, John Molloy, Lisa Jöckel, Janek Groß, Núria Mata, Nguyen Anh Vu Doan
2023 — conf
Timeseries-aware Uncertainty Wrappers for Uncertainty Quantification of Information-Fusion-Enhanced AI Models based on Machine Learning.
DSN-W
Janek Groß, Michael Kläs, Lisa Jöckel, Pascal Gerber
2023 J jnl
Timeseries-aware Uncertainty Wrappers for Uncertainty Quantification of Information-Fusion-Enhanced AI Models based on Machine Learning.
CoRR
Janek Groß, Michael Kläs, Lisa Jöckel, Pascal Gerber
2022 B conf
Architectural Patterns for Handling Runtime Uncertainty of Data-Driven Models in Safety-Critical Perception.
SAFECOMP
Janek Groß, Rasmus Adler, Michael Kläs, Jan Reich, Lisa Jöckel, Roman Gansch
2022 J jnl
Architectural patterns for handling runtime uncertainty of data-driven models in safety-critical perception.
CoRR
Janek Groß, Rasmus Adler, Michael Kläs, Jan Reich, Lisa Jöckel, Roman Gansch
2021 J jnl
A systematic review of Python packages for time series analysis.
CoRR
Julien Siebert, Janek Groß, Christof Schroth
2021 J jnl
Towards a Common Testing Terminology for Software Engineering and Artificial Intelligence Experts.
CoRR
Lisa Jöckel, Thomas Bauer, Michael Kläs, Marc P. Hauer, Janek Groß
2021 B conf
Towards a Common Testing Terminology for Software Engineering and Data Science Experts.
PROFES
Lisa Jöckel, Thomas Bauer, Michael Kläs, Marc P. Hauer, Janek Groß
2021 — conf
Using Complementary Risk Acceptance Criteria to Structure Assurance Cases for Safety-Critical AI Components.
AISafety@IJCAI
Michael Klaes, Rasmus Adler, Lisa Jöckel, Janek Groß, Jan Reich
2020 A* conf
Directional Message Passing for Molecular Graphs.
ICLR
Johannes Klicpera, Janek Groß, Stephan Günnemann
2020 J jnl
Directional Message Passing for Molecular Graphs.
CoRR
Johannes Klicpera, Janek Groß, Stephan Günnemann