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Journal Articles
- 2025
[j4]Paola Busia
, Matteo Antonio Scrugli, Victor Jean-Baptiste Jung, Luca Benini, Paolo Meloni:
A Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers. IEEE Trans. Biomed. Circuits Syst. 19(1): 142-152 (2025)- [j3]Victor Jean-Baptiste Jung, Alessio Burrello, Moritz Scherer, Francesco Conti, Luca Benini:
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. IEEE Trans. Computers 74(2): 526-541 (2025) - 2024
- [j2]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:
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs. IEEE Trans. Biomed. Circuits Syst. 18(3): 608-621 (2024) - [j1]Moritz Scherer, Luka Macan, Victor J. B. Jung, Philip Wiese, Luca Bompani, Alessio Burrello, Francesco Conti, Luca Benini:
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(11): 4009-4020 (2024)
Conference and Workshop Papers
- 2025
- [c4]Severin Bochem, Victor J. B. Jung, Arpan Suravi Prasad, Francesco Conti, Luca Benini:
Distributed Inference with Minimal Off-Chip Traffic for Transformers on Low-Power MCUs. DATE 2025: 1-7 - 2024
- [c3]Steven Colleman, Arne Symons, Victor J. B. Jung, Marian Verhelst:
Optimizing Layer-Fused Scheduling of Transformer Networks on Multi-accelerator Platforms. ISQED 2024: 1-6 - 2023
- [c2]Victor J. B. Jung, Arne Symons, Linyan Mei, Marian Verhelst, Luca Benini:
SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN Accelerators. AICAS 2023: 1-5 - [c1]Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini:
ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. ISLPED 2023: 1-6
Informal and Other Publications
- 2025
- [i9]Victor J. B. Jung, Alessio Burrello, Francesco Conti, Luca Benini:
Fused-Tiled Layers: Minimizing Data Movement on RISC-V SoCs with Software-Managed Caches. CoRR abs/2504.03676 (2025) - 2024
- [i8]Paola Busia, Matteo Antonio Scrugli, Victor Jean-Baptiste Jung, Luca Benini, Paolo Meloni:
A Noisy Beat is Worth 16 Words: a Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers. CoRR abs/2402.10748 (2024) - [i7]Victor J. B. Jung, Alessio Burrello, Moritz Scherer, Francesco Conti, Luca Benini:
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. CoRR abs/2404.02945 (2024) - [i6]Steven Colleman, Arne Symons, Victor J. B. Jung, Marian Verhelst:
Optimizing Layer-Fused Scheduling of Transformer Networks on Multi-accelerator Platforms. CoRR abs/2406.09804 (2024) - [i5]Philip Wiese, Gamze Islamoglu, Moritz Scherer, Luka Macan, Victor J. B. Jung, Alessio Burrello, Francesco Conti, Luca Benini:
Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow. CoRR abs/2408.02473 (2024) - [i4]Moritz Scherer, Luka Macan, Victor J. B. Jung, Philip Wiese, Luca Bompani, Alessio Burrello, Francesco Conti, Luca Benini:
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers. CoRR abs/2408.04413 (2024) - [i3]Severin Bochem, Victor J. B. Jung, Arpan Suravi Prasad, Francesco Conti, Luca Benini:
Distributed Inference with Minimal Off-Chip Traffic for Transformers on Low-Power MCUs. CoRR abs/2412.04372 (2024) - 2023
- [i2]Victor J. B. Jung, Arne Symons, Linyan Mei, Marian Verhelst, Luca Benini:
SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN Accelerators. CoRR abs/2304.12931 (2023) - [i1]Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini:
ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. CoRR abs/2307.03493 (2023)
Coauthor Index
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