Ralf Gräfe

According to our database, Ralf Gräfe authored at least 5 papers between 2019 and 2023.

Collaborative distances:

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

2023

Large-Scale Application of Fault Injection into PyTorch Models -an Extension to PyTorchFI for Validation Efficiency.

Ralf Gräfe, Syed Sha Qutub, Florian Geissler, Michael Paulitsch

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

2022

Hardware Faults that Matter: Understanding and Estimating the Safety Impact of Hardware Faults on Object Detection DNNs.

Syed Sha Qutub, Florian Geissler, Yang Peng, Ralf Gräfe, Michael Paulitsch, Gereon Hinz, Alois C. Knoll

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

2021

Towards a Safety Case for Hardware Fault Tolerance in Convolutional Neural Networks Using Activation Range Supervision.

Florian Geissler, Syed Sha Qutub, Sayanta Roychowdhury, Ali Asgari Khoshouyeh, Yang Peng, Akash Dhamasia, Ralf Graefe, Karthik Pattabiraman, Michael Paulitsch

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

2020

AI and Reliability Trends in Safety-Critical Autonomous Systems on Ground and Air.

Jyotika Athavale, Andrea Baldovin, Ralf Graefe, Michael Paulitsch, Rafael Rosales

Proceedings of the 50th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops, 2020

2019

Optimized sensor placement for dependable roadside infrastructures.

Florian Geissler, Ralf Gräfe

Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference, 2019