Christoph Schorn

16 papers A 4B 1Journal 5Unranked 5
YearRankTypeTitle / Venue / Authors
2025 A conf
Invited Paper: Rapid Performance Evaluation and Optimized AI Inference for Heterogeneous Automotive Chiplets.
ICCAD
Christoph Schorn, Axel Sauer, Marius Fischer, Ingo Feldner, Thomas Schamm, Falk Rehm
2024 — conf
Accelerating Automated Driving and ADAS Using HW/SW Codesign.
SOCC
Shubham Rai, Cecilia De la Parra, Martin Rapp, Jan Micha Borrmann, Nina Bretz, Stefan Metzlaff, Taha Soliman, Christoph Schorn
2020 J jnl
Automated design of error-resilient and hardware-efficient deep neural networks.
Neural Comput. Appl.
Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid
2020 — conf
Bayesian Model for Trustworthiness Analysis of Deep Learning Classifiers.
AISafety@IJCAI
Andrey Morozov, Emil Valiev, Michael Beyer, Kai Ding, Lydia Gauerhof, Christoph Schorn
2020 — conf
Considering Reliability of Deep Learning Function to Boost Data Suitability and Anomaly Detection.
ISSRE Workshops
Lydia Gauerhof, Yuki Hagiwara, Christoph Schorn, Mario Trapp
2020 — conf
FACER: A Universal Framework for Detecting Anomalous Operation of Deep Neural Networks.
ITSC
Christoph Schorn, Lydia Gauerhof
2020 J jnl
Fault Injectors for TensorFlow: Evaluation of the Impact of Random Hardware Faults on Deep CNNs.
CoRR
Michael Beyer, Andrey Morozov, Emil Valiev, Christoph Schorn, Lydia Gauerhof, Kai Ding, Klaus Janschek
2020 — —
Low-overhead fault tolerance for safety-critical neural network applications.
Christoph Schorn
2020 — conf
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks.
EUSIPCO
Karim Guirguis, Christoph Schorn, Andre Guntoro, Sherif Abdulatif, Bin Yang
2020 J jnl
SELD-TCN: Sound Event Localization & Detection via Temporal Convolutional Networks.
CoRR
Karim Guirguis, Christoph Schorn, Andre Guntoro, Sherif Abdulatif, Bin Yang
2019 A conf
An Efficient Bit-Flip Resilience Optimization Method for Deep Neural Networks.
DATE
Christoph Schorn, Andre Guntoro, Gerd Ascheid
2019 J jnl
Automated design of error-resilient and hardware-efficient deep neural networks.
CoRR
Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid
2019 A conf
Guaranteed Compression Rate for Activations in CNNs using a Frequency Pruning Approach.
DATE
Sebastian Vogel, Christoph Schorn, Andre Guntoro, Gerd Ascheid
2018 A conf
Accurate neuron resilience prediction for a flexible reliability management in neural network accelerators.
DATE
Christoph Schorn, Andre Guntoro, Gerd Ascheid
2018 B conf
Efficient On-Line Error Detection and Mitigation for Deep Neural Network Accelerators.
SAFECOMP
Christoph Schorn, Andre Guntoro, Gerd Ascheid
2016 J jnl
Efficient Stochastic Inference of Bitwise Deep Neural Networks.
CoRR
Sebastian Vogel, Christoph Schorn, Andre Guntoro, Gerd Ascheid