Janek Groß

According to our database1, Janek Groß authored at least 10 papers between 2020 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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PhD thesis 
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Links

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Bibliography

2023
Conformal Prediction and Uncertainty Wrapper: What Statistical Guarantees Can You Get for Uncertainty Quantification in Machine Learning?
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.
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.
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.
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.
Proceedings of the Computer Safety, Reliability, and Security, 2022

2021
Towards a Common Testing Terminology for Software Engineering and Artificial Intelligence Experts.
CoRR, 2021

A systematic review of Python packages for time series analysis.
CoRR, 2021

Towards a Common Testing Terminology for Software Engineering and Data Science Experts.
Proceedings of the Product-Focused Software Process Improvement, 2021

Using Complementary Risk Acceptance Criteria to Structure Assurance Cases for Safety-Critical AI Components.
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.
Proceedings of the 8th International Conference on Learning Representations, 2020


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