Moritz Scherer

38 papers A 5B 2C 1Journal 22Unranked 8

Year	Rank	Type	Title / Venue / Authors
2025	C	`conf`	Exploring MRAM for On-Chip Texture Storage in Rendering Applications. VLSI-SoC Nicolás Villegas, Stefano Romanini, Moritz Scherer, Warren Hunt, Syed Shakib Sarwar, Barbara De Salvo, Chiao Liu, Francesco Conti, Davide Rossi, Luca Benini, Jorge Gomez
2025	J	`jnl`	Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. IEEE Trans. Computers Victor Jean-Baptiste Jung, Alessio Burrello, Moritz Scherer, Francesco Conti, Luca Benini
2025	J	`jnl`	Toward Attention-Based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow. IEEE Des. Test Philip Wiese, Gamze Islamoglu, Moritz Scherer, Luka Macan, Victor Jean-Baptiste Jung, Alessio Burrello, Francesco Conti, Luca Benini
2024	J	`jnl`	Circuits and Systems for Embodied AI: Exploring uJ Multi-Modal Perception for Nano-UAVs on the Kraken Shield. CoRR Viviane Potocnik, Alfio Di Mauro, Lorenzo Lamberti, Victor Javier Kartsch, Moritz Scherer, Francesco Conti, Luca Benini
2024	J	`jnl`	Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers. CoRR Moritz Scherer, Luka Macan, Victor J. B. Jung, Philip Wiese, Luca Bompani, Alessio Burrello, Francesco Conti, Luca Benini
2024	J	`jnl`	Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Moritz Scherer, Luka Macan, Victor J. B. Jung, Philip Wiese, Luca Bompani, Alessio Burrello, Francesco Conti, Luca Benini
2024	J	`jnl`	Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. CoRR Victor J. B. Jung, Alessio Burrello, Moritz Scherer, Francesco Conti, Luca Benini
2024	J	`jnl`	Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs. IEEE Trans. Biomed. Circuits Syst. Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Victor J. B. Jung, Moritz Scherer, Matteo Antonio Scrugli, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Paolo Meloni, Luca Benini
2024	J	`jnl`	Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine. IEEE J. Solid State Circuits Arpan Suravi Prasad, Moritz Scherer, Francesco Conti, Davide Rossi, Alfio Di Mauro, Manuel Eggimann, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini
2024	J	`jnl`	Thermally Constrained Codesign of Heterogeneous 3-D Integration of Compute-in-Memory, Digital ML Accelerator, and RISC-V Cores for Mixed ML and Non-ML Workloads. IEEE Trans. Very Large Scale Integr. Syst. Yuan-Chun Luo, Anni Lu, Janak Sharda, Moritz Scherer, Jorge Tomás Gómez, Syed Shakib Sarwar, Ziyun Li, Reid Frederick Pinkham, Barbara De Salvo, Shimeng Yu
2024	J	`jnl`	Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow. CoRR Philip Wiese, Gamze Islamoglu, Moritz Scherer, Luka Macan, Victor J. B. Jung, Alessio Burrello, Francesco Conti, Luca Benini
2024	A	`conf`	Work in Progress: Linear Transformers for TinyML. DATE Moritz Scherer, Cristian Cioflan, Michele Magno, Luca Benini
2024	—	`conf`	xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems. ASAP Georg Rutishauser, Joan Mihali, Moritz Scherer, Luca Benini
2024	J	`jnl`	xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems. CoRR Georg Rutishauser, Joan Mihali, Moritz Scherer, Luca Benini
2023	J	`jnl`	7 μJ/inference end-to-end gesture recognition from dynamic vision sensor data using ternarized hybrid convolutional neural networks. Future Gener. Comput. Syst. Georg Rutishauser, Moritz Scherer, Tim Fischer, Luca Benini
2023	A	`conf`	ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. ISLPED Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini
2023	J	`jnl`	ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. CoRR Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini
2023	—	`conf`	Securing Tiny Transformer-Based Computer Vision Models: Evaluating Real-World Patch Attacks. WF-IoT Andrea Mattei, Moritz Scherer, Cristian Cioflan, Michele Magno, Luca Benini
2023	J	`jnl`	Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality with At-MRAM Neural Engine. CoRR Arpan Suravi Prasad, Moritz Scherer, Francesco Conti, Davide Rossi, Alfio Di Mauro, Manuel Eggimann, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini
2023	—	`conf`	Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOS. ESSCIRC Moritz Scherer, Manuel Eggimann, Alfio Di Mauro, Arpan Suravi Prasad, Francesco Conti, Davide Rossi, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini
2023	J	`jnl`	TCN-CUTIE: A 1, 036-TOp/s/W, 2.72-µJ/Inference, 12.2-mW All-Digital Ternary Accelerator in 22-nm FDX Technology. IEEE Micro Moritz Scherer, Alfio Di Mauro, Tim Fischer, Georg Rutishauser, Luca Benini
2022	—	`conf`	A 1036 TOp/s/W, 12.2 mW, 2.72 μJ/Inference All Digital TNN Accelerator in 22 nm FDX Technology for TinyML Applications. COOL CHIPS Moritz Scherer, Alfio Di Mauro, Georg Rutishauser, Tim Fischer, Luca Benini
2022	A	`conf`	Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition. DATE Alessio Burrello, Francesco Bianco Morghet, Moritz Scherer, Simone Benatti, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
2022	J	`jnl`	Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition. CoRR Alessio Burrello, Francesco Bianco Morghet, Moritz Scherer, Simone Benatti, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
2022	J	`jnl`	CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration With Better-Than-Binary Energy Efficiency. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Moritz Scherer, Georg Rutishauser, Lukas Cavigelli, Luca Benini
2022	—	`conf`	EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices. BioCAS Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Moritz Scherer, Matteo Antonio Scrugli, Paolo Meloni, Luca Benini
2022	—	`conf`	Kraken: A Direct Event/Frame-Based Multi-sensor Fusion SoC for Ultra-Efficient Visual Processing in Nano-UAVs. HCS Alfio Di Mauro, Moritz Scherer, Davide Rossi, Luca Benini
2022	J	`jnl`	Kraken: A Direct Event/Frame-Based Multi-sensor Fusion SoC for Ultra-Efficient Visual Processing in Nano-UAVs. CoRR Alfio Di Mauro, Moritz Scherer, Davide Rossi, Luca Benini
2022	J	`jnl`	TCN-CUTIE: A 1036 TOp/s/W, 2.72 uJ/Inference, 12.2 mW All-Digital Ternary Accelerator in 22 nm FDX Technology. CoRR Moritz Scherer, Alfio Di Mauro, Tim Fischer, Georg Rutishauser, Luca Benini
2022	A	`conf`	Ternarized TCN for $\mu \mathrm{J}/\text{Inference}$ Gesture Recognition from DVS Event Frames. DATE Georg Rutishauser, Moritz Scherer, Tim Fischer, Luca Benini
2022	B	`conf`	WideVision: A Low-Power, Multi-Protocol Wireless Vision Platform for Distributed Surveillance. WiMob Moritz Scherer, Fabian Sidler, Michael Rogenmoser, Michele Magno, Luca Benini
2021	—	`conf`	A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes. COINS Alessio Burrello, Moritz Scherer, Marcello Zanghieri, Francesco Conti, Luca Benini
2021	A	`conf`	FlyDVS: An Event-Driven Wireless Ultra-Low Power Visual Sensor Node. DATE Alfio Di Mauro, Moritz Scherer, Jordi Fornt Mas, Basile Bougenot, Michele Magno, Luca Benini
2021	J	`jnl`	TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition With Short Range Radars. IEEE Internet Things J. Moritz Scherer, Michele Magno, Jonas Erb, Philipp Mayer, Manuel Eggimann, Luca Benini
2021	—	`conf`	Towards Always-on Event-based Cameras for Long-lasting Battery-operated Smart Sensor Nodes. I2MTC Moritz Scherer, Philipp Mayer, Alfio Di Mauro, Michele Magno, Luca Benini
2020	J	`jnl`	CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration with Better-than-Binary Energy Efficiency. CoRR Moritz Scherer, Georg Rutishauser, Lukas Cavigelli, Luca Benini
2020	J	`jnl`	TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition with Short Range Radars. CoRR Moritz Scherer, Michele Magno, Jonas Erb, Philipp Mayer, Manuel Eggimann, Luca Benini
2019	B	`conf`	SmartAid: A Low-Power Smart Hearing Aid For Stutterers. SAS Moritz Scherer, Kiran Menachery, Michele Magno