Christoph Schorn

Publication Activity (10 Years)

Years Active: 2016-2020
Publications (10 Years): 13

Top Topics

Automated Design

Composite Events

Error Detection

Top Venues

ISSRE Workshops

Publications

Andrey Morozov, Emil Valiev, Michael Beyer, Kai Ding, Lydia Gauerhof, Christoph Schorn
Bayesian Model for Trustworthiness Analysis of Deep Learning Classifiers. AISafety@IJCAI (2020)
Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid
Automated design of error-resilient and hardware-efficient deep neural networks. Neural Comput. Appl. 32 (24) (2020)
Christoph Schorn, Lydia Gauerhof
FACER: A Universal Framework for Detecting Anomalous Operation of Deep Neural Networks. ITSC (2020)
Karim Guirguis, Christoph Schorn, Andre Guntoro, Sherif Abdulatif, Bin Yang
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks. CoRR (2020)
Lydia Gauerhof, Yuki Hagiwara, Christoph Schorn, Mario Trapp
Considering Reliability of Deep Learning Function to Boost Data Suitability and Anomaly Detection. ISSRE Workshops (2020)
Michael Beyer, Andrey Morozov, Emil Valiev, Christoph Schorn, Lydia Gauerhof, Kai Ding, Klaus Janschek
Fault Injectors for TensorFlow: Evaluation of the Impact of Random Hardware Faults on Deep CNNs. CoRR (2020)
Karim Guirguis, Christoph Schorn, Andre Guntoro, Sherif Abdulatif, Bin Yang
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks. EUSIPCO (2020)
Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid
Automated design of error-resilient and hardware-efficient deep neural networks. CoRR (2019)
Sebastian Vogel, Christoph Schorn, Andre Guntoro, Gerd Ascheid
Guaranteed Compression Rate for Activations in CNNs using a Frequency Pruning Approach. DATE (2019)
Christoph Schorn, Andre Guntoro, Gerd Ascheid
An Efficient Bit-Flip Resilience Optimization Method for Deep Neural Networks. DATE (2019)
Christoph Schorn, Andre Guntoro, Gerd Ascheid
Efficient On-Line Error Detection and Mitigation for Deep Neural Network Accelerators. SAFECOMP (2018)
Christoph Schorn, Andre Guntoro, Gerd Ascheid
Accurate neuron resilience prediction for a flexible reliability management in neural network accelerators. DATE (2018)
Sebastian Vogel, Christoph Schorn, Andre Guntoro, Gerd Ascheid
Efficient Stochastic Inference of Bitwise Deep Neural Networks. CoRR (2016)