Christian Hakert

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 26

Top Topics

Integer Arithmetic

Top Venues

ACM Trans. Embed. Comput. Syst.

Publications

Jannik Malcher, Daniel Biebert, Kuan-Hsun Chen, Sebastian Buschjäger, Christian Hakert, Jian-Jia Chen
Language-Based Deployment Optimization for Random Forests (Invited Paper). LCTES (2024)
Lena Schmid, Daniel Biebert, Christian Hakert, Kuan-Hsun Chen, Michel Lang, Markus Pauly, Jian-Jia Chen
TREE: Tree Regularization for Efficient Execution. CoRR (2024)
Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen
FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference. DATE (2024)
Daniel Biebert, Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen
Register Your Forests: Decision Tree Ensemble Optimization by Explicit CPU Register Allocation. CoRR (2024)
Nils Hölscher, Minh Duy Truong, Christian Hakert, Tristan Taylan Seidl, Kuan-Hsun Chen, Jian-Jia Chen
Rapid NVM Simulation and Analysis on Single Bit Granularity Featuring Gem5 and NVMain. NVMSA (2023)
Jörg Henkel, Lokesh Siddhu, Lars Bauer, Jürgen Teich, Stefan Wildermann, Mehdi B. Tahoori, Mahta Mayahinia, Jerónimo Castrillón, Asif Ali Khan, Hamid Farzaneh, João Paulo C. de Lima, Jian-Jia Chen, Christian Hakert, Kuan-Hsun Chen, Chia-Lin Yang, Hsiang-Yun Cheng
Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications. CASES (2023)
Roland Kühn, Daniel Biebert, Christian Hakert, Jian-Jia Chen, Jens Teubner
Towards Data-Based Cache Optimization of B+-Trees. DaMoN (2023)
Lokesh Siddhu, Hassan Nassar, Lars Bauer, Christian Hakert, Nils Hölscher, Jian-Jia Chen, Jörg Henkel
Swift-CNN: Leveraging PCM Memory's Fast Write Mode to Accelerate CNNs. IEEE Embed. Syst. Lett. 15 (4) (2023)
Christian Hakert, Asif Ali Khan, Kuan-Hsun Chen, Fazal Hameed, Jerónimo Castrillón, Jian-Jia Chen
ROLLED: Racetrack Memory Optimized Linear Layout and Efficient Decomposition of Decision Trees. IEEE Trans. Computers 72 (5) (2023)
Nils Hölscher, Christian Hakert, Hassan Nassar, Kuan-Hsun Chen, Lars Bauer, Jian-Jia Chen, Jörg Henkel
Memory Carousel: LLVM-Based Bitwise Wear Leveling for Nonvolatile Main Memory. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (8) (2023)
Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen
FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference. CoRR (2022)
Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen
Immediate Split Trees: Immediate Encoding of Floating Point Split Values in Random Forests. ECML/PKDD (5) (2022)
Kuan-Hsun Chen, Chiahui Su, Christian Hakert, Sebastian Buschjäger, Chao-Lin Lee, Jenq-Kuen Lee, Katharina Morik, Jian-Jia Chen
Efficient Realization of Decision Trees for Real-Time Inference. ACM Trans. Embed. Comput. Syst. 21 (6) (2022)
Christian Hakert, Kuan-Hsun Chen, Horst Schirmeier, Lars Bauer, Paul R. Genssler, Georg von der Brüggen, Hussam Amrouch, Jörg Henkel, Jian-Jia Chen
Software-Managed Read and Write Wear-Leveling for Non-Volatile Main Memory. ACM Trans. Embed. Comput. Syst. 21 (1) (2022)
Hsiang-Yun Cheng, Chun-Feng Wu, Christian Hakert, Kuan-Hsun Chen, Yuan-Hao Chang, Jian-Jia Chen, Chia-Lin Yang, Tei-Wei Kuo
Future Computing Platform Design: A Cross-Layer Design Approach. DATE (2021)
Christian Hakert, Asif Ali Khan, Kuan-Hsun Chen, Fazal Hameed, Jerónimo Castrillón, Jian-Jia Chen
BLOwing Trees to the Ground: Layout Optimization of Decision Trees on Racetrack Memory. DAC (2021)
Christian Hakert, Roland Kühn, Kuan-Hsun Chen, Jian-Jia Chen, Jens Teubner
OCTO+: Optimized Checkpointing of B+ Trees for Non-Volatile Main Memory Wear-Leveling. NVMSA (2021)
Mario Günzel, Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen
HEART: Hybrid Memory and Energy-Aware Real-Time Scheduling for Multi-Processor Systems. ACM Trans. Embed. Comput. Syst. 20 (5s) (2021)
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
Margin-Maximization in Binarized Neural Networks for Optimizing Bit Error Tolerance. DATE (2021)
Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen
Can Wear-Aware Memory Allocation be Intelligent? MLCAD (2020)
Christian Hakert, Kuan-Hsun Chen, Paul R. Genssler, Georg von der Brüggen, Lars Bauer, Hussam Amrouch, Jian-Jia Chen, Jörg Henkel
SoftWear: Software-Only In-Memory Wear-Leveling for Non-Volatile Main Memory. CoRR (2020)
Christian Hakert, Kuan-Hsun Chen, Simon Kuenzer, Sharan Santhanam, Shuo-Han Chen, Yuan-Hao Chang, Felipe Huici, Jian-Jia Chen
Split'n Trace NVM: Leveraging Library OSes for Semantic Memory Tracing. NVMSA (2020)
Yunfeng Huang, Fang-Jing Wu, Christian Hakert, Georg von der Brüggen, Kuan-Hsun Chen, Jian-Jia Chen, Patrick Böcker, Petr Chernikov, Luis Cruz, Zeyi Duan, Ahmed Gheith, Yantao Gong, Anand Gopalan, Karthik Prakash, Ammar Tauqir, Yue Wang
Demo Abstract: Perception vs. Reality - Never Believe in What You See. IPSN (2020)
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks. CoRR (2020)
Christian Hakert, Kuan-Hsun Chen, Mikail Yayla, Georg von der Brüggen, Sebastian Blömeke, Jian-Jia Chen
Software-Based Memory Analysis Environments for In-Memory Wear-Leveling. ASP-DAC (2020)
Thomas Lindemann, Patrick Brinkmann, Fadi Dalbah, Christian Hakert, Philipp-Jan Honysz, Daniel Matuszczyk, Nikolas Müller, Alexander Schmulbach, Stefan Petyov Todorinski, Oliver Tüselmann, Shimon Wonsak, Jens Teubner
MAGPIE: Scalable Data Storage System for Efficient High Volume Data Queries. BTW (2019)