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

Pierpaolo Mori, Mohammad Shanur Rahman, Lukas Frickenstein, Shambhavi Balamuthu Sampath, Moritz Thoma, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Walter Stechele, Claudio Passerone
End-to-End Deployment of Winograd-Based DNNs on Edge GPU
Electronics
2024
13
4538

Florian Maurer, Thomas Wild, Andreas Herkersdorf
Experiencing Self-Aware MPSoC Run-Time Optimization with Autonomous Bots
SelPhyS 2024
2024

Maurer, Florian;Meidinger, Michael;Lu, Yiming;Hallermeier, Thomas;Surhonne, Anmol;Wild, Thomas;Herkersdorf, Andreas
QoS-Aware Dynamic Frequency Scaling for Mixed-Critical Systems based on Shielded Reinforcement Learning
1-6
2024 IEEE Nordic Circuits and Systems Conference (NorCAS)
IEEE
2024

Fabian C. Legl, Jonas Kantic
Fully Automated Implementation of Reservoir Computing Models on FPGAs for Nanosecond Inference Times
2024 IEEE Nordic Circuits and Systems Conference (NorCAS)
2024

Anmol Prakash Surhonne, Haitham S. Fawzi, Florian Maurer, Oliver Lenke, Michael Meidinger, Thomas Wild, Andreas Herkersdorf
EPIC-Q : Equivalent-Policy Invariant Comparison enhanced transfer Q-learning for run-time SoC performance-power optimization
International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation 2024
2024

Franz Biersack, Marco Liess, Markus Absmann, Fabiana Lotter, Thomas Wild, Andreas Herkersdorf
ecoNIC: Saving Energy through SmartNIC-based Load Balancing of Mixed-Critical Ethernet Traffic
27th Euromicro Conference on Digital System Design (DSD) 2024
2024