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Publications
RedMule: A Mixed-Precision Matrix-Matrix Operation Engine for Flexible and Energy-Efficient On-Chip Linear Algebra and TinyML Training Acceleration
https://doi.org/10.48550/arXiv.2301.03904
Y. Tortorella, L. Bertaccini, L. Benini, D. Rossi, F. Conti
ITA: An Energy-Efficient Attention and Softmax
https://doi.org/10.48550/arXiv.2307.03493
G. Islamoglu, M. Scherer, G. Paulin, T. Fischer, V. J.B. Jung, A. Garofalo, L. Benini
Designing Circuits for AiMC Based on Non-Volatile Memories: a Tutorial Brief on Trade-offs and Strategies for ADCs and DACs Co-design
https://doi.org/10.1109/tcsii.2023.3340112
R. Vignali, R. Zurla, M. Pasotti, P. L. Rolandi, A. Singh, M. Le Gallo, A. Sebastian, T. Jang, A. Antolini, E. Franchi Scarselli, and A. Cabrini
Exploiting the State Dependency of Conductance Variations in Memristive Devices for Accurate In-Memory Computing
A. Vasilopoulos, J. Buchel, B. Kersting, C. Lammie, K. Brew, S. Choi, T. Philip, N. Saulnier, V. Narayanan, M. Le Gallo, A. Sebastian
A Precision-Optimized Fixed-Point Near-Memory
https://doi.org/10.1109/ISCAS58744.2024.10558286
Elena Ferro, Athanasios Vasilopoulos, Corey Lammie, Manuel Le Gallo, Luca Benini, Irem Boybat, Abu Sebastian
Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2–8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing
https://doi.org/10.1109/JSSC.2023.3318301
Francesco Conti , Gianna Paulin , Angelo Garofalo, Davide Rossi , Alfio Di Mauro, Georg Rutishauser , Gianmarco Ottavi , Manuel Eggimann, Hayate Okuhara, and Luca Benini
A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks
https://doi.org/10.48550/arXiv.2307.01056
Alessandro Nadalini, Georg Rutishauser, Alessio Burrello, Nazareno Bruschi, Angelo Garofalo, Luca Benini, Francesco Conti, Davide Rossi
Spiking Neural Networks in the Alexiewicz Topology: A New Perspective on Analysis and Error Bounds
https://doi.org/10.48550/arXiv.2305.05772
Bernhard A. Moser, Michael Lunglmayr
Noise Adaptor in Spiking Neural Networks
https://doi.org/10.48550/arXiv.2312.05290
Chen Li, Bipin Rajendran
WIP: Automatic DNN Deployment on Heterogeneous Platforms: the GAP9 Case Study
https://doi.org/10.1145/3607889.3609092
Luka Macan; Alessio Burrello; Luca Benini; Francesco Conti
