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Christian Hakert
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Margin-maximization in binarized neural networks for optimizing bit error tolerance
S Buschjäger, JJ Chen, KH Chen, M Günzel, C Hakert, K Morik, R Novkin, ...
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 673-678, 2021
252021
Efficient realization of decision trees for real-time inference
KH Chen, C Su, C Hakert, S Buschjäger, CL Lee, JK Lee, K Morik, ...
ACM Transactions on Embedded Computing Systems 21 (6), 1-26, 2022
162022
Software-based memory analysis environments for in-memory wear-leveling
C Hakert, KH Chen, M Yayla, G Von Der Brüggen, S Blömeke, JJ Chen
2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC), 651-658, 2020
152020
Software-managed read and write wear-leveling for non-volatile main memory
C Hakert, KH Chen, H Schirmeier, L Bauer, PR Genssler, ...
ACM Transactions on Embedded Computing Systems (TECS) 21 (1), 1-24, 2022
122022
Future computing platform design: A cross-layer design approach
HY Cheng, C Hakert, KH Chen, YH Chang, JJ Chen, CL Yang, TW Kuo
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 312-317, 2021
92021
Softwear: Software-only in-memory wear-leveling for non-volatile main memory
C Hakert, KH Chen, PR Genssler, G von der Brüggen, L Bauer, ...
arXiv preprint arXiv:2004.03244, 2020
92020
BLOwing trees to the ground: Layout optimization of decision trees on racetrack memory
C Hakert, AA Khan, KH Chen, F Hameed, J Castrillon, JJ Chen
2021 58th ACM/IEEE Design Automation Conference (DAC), 1111-1116, 2021
82021
Towards explainable bit error tolerance of resistive ram-based binarized neural networks
S Buschjäger, JJ Chen, KH Chen, M Günzel, C Hakert, K Morik, R Novkin, ...
arXiv preprint arXiv:2002.00909, 2020
62020
Flint: Exploiting floating point enabled integer arithmetic for efficient random forest inference
C Hakert, KH Chen, JJ Chen
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-2, 2024
52024
Octo+: Optimized checkpointing of b+ trees for non-volatile main memory wear-leveling
C Hakert, R Kühn, KH Chen, JJ Chen, J Teubner
2021 IEEE 10th Non-Volatile Memory Systems and Applications Symposium (NVMSA …, 2021
42021
Split'n Trace NVM: Leveraging Library OSes for Semantic Memory Tracing
C Hakert, KH Chen, S Kuenzer, S Santhanam, SH Chen, YH Chang, ...
2020 9th Non-Volatile Memory Systems and Applications Symposium (NVMSA), 1-6, 2020
42020
Stack usage analysis for efficient wear leveling in non-volatile main memory systems
C Hakert, M Yayla, KH Chen, G von der Brüggen, JJ Chen, S Buschjäger, ...
2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD), 1-6, 2019
42019
Memory carousel: LLVM-based bitwise wear leveling for nonvolatile main memory
N Hölscher, C Hakert, H Nassar, KH Chen, L Bauer, JJ Chen, J Henkel
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
32022
ROLLED: Racetrack Memory Optimized Linear Layout and Efficient Decomposition of Decision Trees
C Hakert, AA Khan, KH Chen, F Hameed, J Castrillon, JJ Chen
IEEE Transactions on Computers 72 (5), 1488-1502, 2022
32022
HEART: Hybrid Memory and Energy-Aware Real-Time Scheduling for Multi-Processor Systems
M Günzel, C Hakert, KH Chen, JJ Chen
ACM Transactions on Embedded Computing Systems (TECS) 20 (5s), 1-23, 2021
32021
Register Your Forests: Decision Tree Ensemble Optimization by Explicit CPU Register Allocation
D Biebert, C Hakert, KH Chen, JJ Chen
arXiv preprint arXiv:2404.06846, 2024
12024
Swift-CNN: Leveraging PCM Memory’s Fast Write Mode to Accelerate CNNs
L Siddhu, H Nassar, L Bauer, C Hakert, N Hölscher, JJ Chen, J Henkel
IEEE Embedded Systems Letters, 2023
12023
Special Session-Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications
J Henkel, L Siddhu, L Bauer, J Teich, S Wildermann, M Tahoori, ...
Proceedings of the International Conference on Compilers, Architecture, and …, 2023
12023
Towards data-based cache optimization of b+-trees
R Kühn, D Biebert, C Hakert, JJ Chen, J Teubner
Proceedings of the 19th International Workshop on Data Management on New …, 2023
12023
Can wear-aware memory allocation be intelligent?
C Hakert, KH Chen, JJ Chen
Proceedings of the 2020 ACM/IEEE Workshop on Machine Learning for CAD, 83-88, 2020
12020
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