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ORCIDChristoph Schorn
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Books and Theses
- 2020
[b1]Christoph Schorn:
Low-overhead fault tolerance for safety-critical neural network applications. RWTH Aachen University, Germany, 2020
Journal Articles
- 2020
- [j1]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): 18327-18345 (2020)
Conference and Workshop Papers
- 2020
- [c8]Karim Guirguis, Christoph Schorn, Andre Guntoro, Sherif Abdulatif, Bin Yang:
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks. EUSIPCO 2020: 16-20 - [c7]Andrey Morozov, Emil Valiev, Michael Beyer, Kai Ding, Lydia Gauerhof, Christoph Schorn:
Bayesian Model for Trustworthiness Analysis of Deep Learning Classifiers. AISafety@IJCAI 2020 - [c6]Lydia Gauerhof, Yuki Hagiwara, Christoph Schorn, Mario Trapp:
Considering Reliability of Deep Learning Function to Boost Data Suitability and Anomaly Detection. ISSRE Workshops 2020: 249-254 - [c5]Christoph Schorn, Lydia Gauerhof:
FACER: A Universal Framework for Detecting Anomalous Operation of Deep Neural Networks. ITSC 2020: 1-6 - 2019
- [c4]Sebastian Vogel, Christoph Schorn, Andre Guntoro, Gerd Ascheid:
Guaranteed Compression Rate for Activations in CNNs using a Frequency Pruning Approach. DATE 2019: 296-299 - [c3]Christoph Schorn, Andre Guntoro, Gerd Ascheid:
An Efficient Bit-Flip Resilience Optimization Method for Deep Neural Networks. DATE 2019: 1507-1512 - 2018
- [c2]Christoph Schorn, Andre Guntoro, Gerd Ascheid:
Accurate neuron resilience prediction for a flexible reliability management in neural network accelerators. DATE 2018: 979-984 - [c1]Christoph Schorn, Andre Guntoro, Gerd Ascheid:
Efficient On-Line Error Detection and Mitigation for Deep Neural Network Accelerators. SAFECOMP 2018: 205-219
Informal and Other Publications
- 2020
- [i4]Karim Guirguis, Christoph Schorn, Andre Guntoro, Sherif Abdulatif, Bin Yang:
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks. CoRR abs/2003.01609 (2020) - [i3]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 abs/2012.07037 (2020) - 2019
- [i2]Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid:
Automated design of error-resilient and hardware-efficient deep neural networks. CoRR abs/1909.13844 (2019) - 2016
- [i1]Sebastian Vogel, Christoph Schorn, Andre Guntoro, Gerd Ascheid:
Efficient Stochastic Inference of Bitwise Deep Neural Networks. CoRR abs/1611.06539 (2016)
Coauthor Index
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