Efficient Stochastic Inference of Bitwise Deep Neural Networks. - Sebastian Vogel; Christoph Schorn; Andre Guntoro; Gerd Ascheid (CoRR, 2016)

Accurate neuron resilience prediction for a flexible reliability management in neural network accelerators. - Christoph Schorn; Andre Guntoro; Gerd Ascheid (DATE, 2018)

Efficient On-Line Error Detection and Mitigation for Deep Neural Network Accelerators. - Christoph Schorn; Andre Guntoro; Gerd Ascheid (SAFECOMP, 2018)

An Efficient Bit-Flip Resilience Optimization Method for Deep Neural Networks. - Christoph Schorn; Andre Guntoro; Gerd Ascheid (DATE, 2019)

Guaranteed Compression Rate for Activations in CNNs using a Frequency Pruning Approach. - Sebastian Vogel; Christoph Schorn; Andre Guntoro; Gerd Ascheid (DATE, 2019)

SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks. - Karim Guirguis; Christoph Schorn; Andre Guntoro; Sherif Abdulatif; Bin Yang 009 (EUSIPCO, 2020)

Bayesian Model for Trustworthiness Analysis of Deep Learning Classifiers. - Andrey Morozov 001; Emil Valiev; Michael Beyer; Kai Ding 001; Lydia Gauerhof; Christoph Schorn (AISafety@IJCAI, 2020)

Considering Reliability of Deep Learning Function to Boost Data Suitability and Anomaly Detection. - Lydia Gauerhof; Yuki Hagiwara; Christoph Schorn; Mario Trapp (ISSRE Workshops, 2020)

FACER: A Universal Framework for Detecting Anomalous Operation of Deep Neural Networks. - Christoph Schorn; Lydia Gauerhof (ITSC, 2020)

Fault Injectors for TensorFlow: Evaluation of the Impact of Random Hardware Faults on Deep CNNs. - Michael Beyer; Andrey Morozov 001; Emil Valiev; Christoph Schorn; Lydia Gauerhof; Kai Ding 001; Klaus Janschek (CoRR, 2020)

Automated design of error-resilient and hardware-efficient deep neural networks. - Christoph Schorn; Thomas Elsken; Sebastian Vogel; Armin Runge; Andre Guntoro; Gerd Ascheid (Neural Comput. Appl., 2020)

Low-overhead fault tolerance for safety-critical neural network applications. - Christoph Schorn (2020)

Accelerating Automated Driving and ADAS Using HW/SW Codesign. - Shubham Rai; Cecilia De la Parra; Martin Rapp; Jan Micha Borrmann; Nina Bretz; Stefan Metzlaff; Taha Soliman; Christoph Schorn (SOCC, 2024)