Christian Hakert

PhD thesis, 2024

TREE: Tree Regularization for Efficient Execution.

[BibT_eX]

[DOI]

CoRR, 2024

[BibT_eX]

[DOI]

CoRR, 2024

Language-Based Deployment Optimization for Random Forests (Invited Paper).

[BibT_eX]

[DOI]

Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, 2024

FLInt: Exploiting Floating Point Enabled Integer Arithmetic for Efficient Random Forest Inference.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

2023

Swift-CNN: Leveraging PCM Memory's Fast Write Mode to Accelerate CNNs.

[BibT_eX]

[DOI]

IEEE Embed. Syst. Lett., December, 2023

ROLLED: Racetrack Memory Optimized Linear Layout and Efficient Decomposition of Decision Trees.

[BibT_eX]

[DOI]

IEEE Trans. Computers, May, 2023

Memory Carousel: LLVM-Based Bitwise Wear Leveling for Nonvolatile Main Memory.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2023

Rapid NVM Simulation and Analysis on Single Bit Granularity Featuring Gem5 and NVMain.

[BibT_eX]

[DOI]

Proceedings of the 12th Non-Volatile Memory Systems and Applications Symposium, 2023

Towards Data-Based Cache Optimization of B+-Trees.

[BibT_eX]

[DOI]

Proceedings of the 19th International Workshop on Data Management on New Hardware, 2023

Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications.

[BibT_eX]

[DOI]

João Paulo C. de Lima

Proceedings of the International Conference on Compilers, 2023

2022

Efficient Realization of Decision Trees for Real-Time Inference.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., November, 2022

Software-Managed Read and Write Wear-Leveling for Non-Volatile Main Memory.

[BibT_eX]

[DOI]

Hussam Amrouch

Jörg Henkel

ACM Trans. Embed. Comput. Syst., 2022

Immediate Split Trees: Immediate Encoding of Floating Point Split Values in Random Forests.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

2021

HEART: Hybrid Memory and Energy-Aware Real-Time Scheduling for Multi-Processor Systems.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., 2021

OCTO+: Optimized Checkpointing of B+ Trees for Non-Volatile Main Memory Wear-Leveling.

[BibT_eX]

[DOI]

Proceedings of the 10th IEEE Non-Volatile Memory Systems and Applications Symposium, 2021

Future Computing Platform Design: A Cross-Layer Design Approach.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

Margin-Maximization in Binarized Neural Networks for Optimizing Bit Error Tolerance.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

BLOwing Trees to the Ground: Layout Optimization of Decision Trees on Racetrack Memory.

[BibT_eX]

[DOI]

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

2020

SoftWear: Software-Only In-Memory Wear-Leveling for Non-Volatile Main Memory.

[BibT_eX]

[DOI]

Paul R. Genssler

CoRR, 2020

Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2020

Split'n Trace NVM: Leveraging Library OSes for Semantic Memory Tracing.

[BibT_eX]

[DOI]

Proceedings of the 9th Non-Volatile Memory Systems and Applications Symposium, 2020

Can Wear-Aware Memory Allocation be Intelligent?

[BibT_eX]

[DOI]

Proceedings of the MLCAD '20: 2020 ACM/IEEE Workshop on Machine Learning for CAD, 2020

Demo Abstract: Perception vs. Reality - Never Believe in What You See.

[BibT_eX]

[DOI]

Yunfeng Huang

Fang-Jing Wu

Proceedings of the 19th ACM/IEEE International Conference on Information Processing in Sensor Networks, 2020

Software-Based Memory Analysis Environments for In-Memory Wear-Leveling.

[BibT_eX]

[DOI]

Mikail Yayla

Sebastian Blömeke