Oliver Lenke, Yuanji Ye, Jens Nöpel, Thomas Wild, Georg Sigl, Andreas Herkersdorf
A Combined Preload & Security (PLS) Unit for In-Vehicle Memory Hierarchies
38th IEEE International System-on-Chip Conference
2025

Marco Liess, Franz Biersack, Lars Nolte, Thomas Wild, Andreas Herkersdorf
ecoNIC: SmartNIC-assisted power management for networking workloads in Linux servers
Microprocessors and Microsystems
2025

Shambhavi Balamuthu Sampath, Sami Sawani, Moritz Thoma, Lukas Frickenstein, Pierpaolo Mori, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Ulf Schlichtmann, Claudio Passerone, Walter Stechele
LA-MTL: Latency-Aware Automated Multi-Task Learning
ACM/IEEE Design Automation Conference (DAC)
2025

Lukas Frickenstein, Moritz Thoma, Pierpaolo Mori, Shambhavi Balamuthu Sampath, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Christian Unger, Claudio Passerone, Walter Stechele
HotShot: A Loss-Guided Data Augmentation and Curriculum Learning Technique for the Task of Semantic Segmentation
Intelligent Vehicles Symposium (IV)
2025

Shambhavi Balamuthu Sampath, Leon Hecht, Moritz Thoma, Lukas Frickenstein, Pierpaolo Mori, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Walter Stechele, Daniel Mueller-Gritschneder, Claudio Passerone
HiFi-SAGE: High Fidelity GraphSAGE-Based Latency Estimators for DNN Optimization
Design, Automation & Test in Europe Conference (DATE)
2025

Shambhavi Balamuthu Sampath, Judeson Anthony Fernando, Moritz Thoma, Nael Fasfous, Lukas Frickenstein, Pierpaolo Mori, Manoj Rohit Vemparala, Alexander Frickenstein, Ulf Schlichtmann, Walter Stechele
RepFC: Universal Structural Reparametrization Block for High Performance, Lightweight Deep Neural Networks
Computer Vision and Pattern Recognition Conference
2025

Pierpaolo Mori, Lukas Frickenstein, Shambhavi Balamuthu Sampath, Moritz Thoma, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Christian Unger, Walter Stechele, Daniel Mueller-Gritschneder, Claudio Passerone
Wino vidi vici: Conquering numerical instability of 8-bit winograd convolution for accurate inference acceleration on edge
IEEE/CVF Winter Conference on Applications of Computer Vision
2024

Lukas Frickenstein, Pierpaolo Mori, Shambhavi Balamuthu Sampath, Moritz Thoma, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Christian Unger, Claudio Passerone, Walter Stechele
Pruning as a Binarization Technique
IEEE/CVF Conference on Computer Vision and Pattern Recognition
2024

Pierpaolo Mori, Moritz Thoma, Lukas Frickenstein, Shambhavi Balamuthu Sampath, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Walter Stechele, Daniel Mueller-Gritschneder, Claudio Passerone
MATAR: Multi-Quantization-Aware Training for Accurate and Fast Hardware Retargeting
Design, Automation & Test in Europe Conference & Exhibition (DATE)
2024

Lukas Frickenstein, Moritz Thoma, Pierpaolo Mori, Shambhavi Balamuthu Sampath, Nael Fasfous, Manoj-Rohit Vemparala, Alexander Frickenstein, Christian Unger, Claudio Passerone, Walter Stechele
Back to the Future: Models as Active Learning Surrogates for Next Generation ML Deployments
Intelligent Systems Conference
2024