M.Sc. Daniel Biebert

• Optimization of Tree-Based Data Structures
• Memory Optimization
• Resource Constrained Systems
• Decision Trees and Random Forests

WiSe 24/25 Fachprojekt Performance in Scientific Computing
WiSe 25/26 Fachprojekt Performance in Scientific Computing
SoSe 26 Fachprojekt Performance in Scientific Computing

2026

• Jump Like A Squirrel: Optimized Execution Step Order for Anytime Random Forest Inference
  Daniel Biebert, Christian Hakert, Kay Heider, Daniel Kuhse, Sebastian Buschjäger, Jian-Jia Chen
  Arxiv

2025

• Realizing Hardware-Optimized General Tree-Based Data Structures for Heterogeneous System Classes
  Daniel Biebert, Christian Hakert, Jian-Jia Chen
  Arxiv
• Applying AI for and on Hardware: Cross-Layer Approaches for Security and Efficiency
  Hassan Nassar, Mohammed Bakr Sikal, Daniel Biebert, Christian Hakert, Heba Khdr, Michel Lang, Lena Schmid, Markus Pauly, Jeferson Gonzalez, Kuan-Hsun Chen, Jian-Jia Chen, Jörg Henkel
  In 2025 37th International Conference on Microelectronics (ICM)
• Dynamic Write-Mode Fragmentation for Non-Volatile Memory Simulation
  Janina Rau, Daniel Biebert, Christian Hakert, Jian-Jia Chen
  In Datenbanksysteme für Business, Technologie und Web (BTW 2025)
  Poster

2024

• TEACH: Transferable RTOS Education with Accessible MicroController Hardware
  Christian Hakert, Kay Heider, Daniel Biebert, Kuan-Hsun Chen and Jian-Jia Chen
  In RTSS@Work 2024 as part of the IEEE Real-Time Systems Symposium (RTSS) 2024
• Tree: Tree regularization for efficient execution
  Lena Schmid, Daniel Biebert, Christian Hakert, Kuan-Hsun Chen, Michel Lang, Markus Pauly, Jian-Jia Chen
  Arxiv
• Register Your Forests: Decision Tree Ensemble Optimization by Explicit CPU Register Allocation
  Daniel Biebert, Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen
  Arxiv
• Language-Based Deployment Optimization for Random Forests
  Jannik Malcher, Daniel Biebert, Kuan-Hsun Chen, Sebastian Buschjäger, Christian Hakert, Jian-Jia Chen
  In Proceedings of the 25th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems

2023

• Towards data-based cache optimization of b+-trees
  Roland Kühn, Daniel Biebert, Christian Hakert, Jian-Jia Chen, Jens Teubner
  In Proceedings of the 19th International Workshop on Data Management on New Hardware