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Beatrice Bussolino
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Journal Articles
- 2022
- [j3]Alberto Marchisio
, Vojtech Mrazek
, Andrea Massa, Beatrice Bussolino
, Maurizio Martina
, Muhammad Shafique
:
RoHNAS: A Neural Architecture Search Framework With Conjoint Optimization for Adversarial Robustness and Hardware Efficiency of Convolutional and Capsule Networks. IEEE Access 10: 109043-109055 (2022) - 2020
- [j2]Maurizio Capra, Beatrice Bussolino
, Alberto Marchisio
, Guido Masera
, Maurizio Martina, Muhammad Shafique
:
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead. IEEE Access 8: 225134-225180 (2020) - [j1]Maurizio Capra, Beatrice Bussolino
, Alberto Marchisio
, Muhammad Shafique
, Guido Masera
, Maurizio Martina:
An Updated Survey of Efficient Hardware Architectures for Accelerating Deep Convolutional Neural Networks. Future Internet 12(7): 113 (2020)
Conference and Workshop Papers
- 2024
- [c8]Pascal Alexander Hager, Bert Moons, Stefan Cosemans, Ioannis A. Papistas, Bram Rooseleer, Jeroen Van Loon, Roel Uytterhoeven, Florian Zaruba, Spyridoula Koumousi, Milos Stanisavljevic, Stefan Mach, Sebastiaan Mutsaards, Riduan Khaddam Aljameh, Gua Hao Khov, Brecht Machiels, Cristian Olar, Anastasios Psarras, Sander Geursen, Jeroen Vermeeren, Yi Lu, Abhishek Maringanti, Deepak Ameta, Leonidas Katselas, Noah Hütter, Manuel Schmuck, Swetha Sivadas, Karishma Sharma, Manuel Oliveira, Ramon Aerne, Nitish Sharma, Timir Soni, Beatrice Bussolino, Djordje Pesut, Michele Pallaro, Andrei Podlesnii, Alexios Lyrakis, Yannick Ruffiner, Martino Dazzi, Johannes Thiele, Koen Goetschalckx, Nazareno Bruschi, Jonas Doevenspeck, Bram Verhoef, Stefan Linz, Giuseppe Garcea, Jonathan Ferguson, Ioannis Koltsidas, Evangelos Eleftheriou:
11.3 Metis AIPU: A 12nm 15TOPS/W 209.6TOPS SoC for Cost- and Energy-Efficient Inference at the Edge. ISSCC 2024: 212-214 - 2022
- [c7]Giuseppe Aiello, Beatrice Bussolino, Emanuele Valpreda
, Massimo Ruo Roch, Guido Masera
, Maurizio Martina, Stefano Marsi:
NLCMAP: A Framework for the Efficient Mapping of Non-Linear Convolutional Neural Networks on FPGA Accelerators. ICIP 2022: 926-930 - [c6]Alberto Marchisio
, Beatrice Bussolino, Edoardo Salvati, Maurizio Martina, Guido Masera
, Muhammad Shafique
:
Enabling Capsule Networks at the Edge through Approximate Softmax and Squash Operations. ISLPED 2022: 27:1-27:6 - [c5]Renzo Andri, Beatrice Bussolino, Antonio Cipolletta, Lukas Cavigelli, Zhe Wang:
Going Further With Winograd Convolutions: Tap-Wise Quantization for Efficient Inference on 4x4 Tiles. MICRO 2022: 582-598 - 2020
- [c4]Alessio Colucci, Alberto Marchisio
, Beatrice Bussolino
, Vojtech Mrazek
, Maurizio Martina, Guido Masera
, Muhammad Shafique
:
A Fast Design Space Exploration Framework for the Deep Learning Accelerators: Work-in-Progress. CODES+ISSS 2020: 34-36 - [c3]Alberto Marchisio
, Beatrice Bussolino
, Alessio Colucci
, Maurizio Martina, Guido Masera
, Muhammad Shafique
:
Q-CapsNets: A Specialized Framework for Quantizing Capsule Networks. DAC 2020: 1-6 - [c2]Alberto Marchisio
, Andrea Massa, Vojtech Mrazek, Beatrice Bussolino, Maurizio Martina, Muhammad Shafique
:
NASCaps: A Framework for Neural Architecture Search to Optimize the Accuracy and Hardware Efficiency of Convolutional Capsule Networks. ICCAD 2020: 114:1-114:9 - [c1]Alberto Marchisio
, Beatrice Bussolino
, Alessio Colucci
, Muhammad Abdullah Hanif, Maurizio Martina, Guido Masera
, Muhammad Shafique
:
FasTrCaps: An Integrated Framework for Fast yet Accurate Training of Capsule Networks. IJCNN 2020: 1-8
Informal and Other Publications
- 2022
- [i7]Alberto Marchisio
, Beatrice Bussolino, Edoardo Salvati, Maurizio Martina, Guido Masera, Muhammad Shafique:
Enabling Capsule Networks at the Edge through Approximate Softmax and Squash Operations. CoRR abs/2206.10200 (2022) - [i6]Renzo Andri, Beatrice Bussolino, Antonio Cipolletta, Lukas Cavigelli, Zhe Wang:
Going Further With Winograd Convolutions: Tap-Wise Quantization for Efficient Inference on 4x4 Tile. CoRR abs/2209.12982 (2022) - [i5]Alberto Marchisio
, Vojtech Mrazek, Andrea Massa, Beatrice Bussolino, Maurizio Martina, Muhammad Shafique:
RoHNAS: A Neural Architecture Search Framework with Conjoint Optimization for Adversarial Robustness and Hardware Efficiency of Convolutional and Capsule Networks. CoRR abs/2210.05276 (2022) - 2020
- [i4]Alberto Marchisio, Beatrice Bussolino, Alessio Colucci, Maurizio Martina, Guido Masera, Muhammad Shafique:
Q-CapsNets: A Specialized Framework for Quantizing Capsule Networks. CoRR abs/2004.07116 (2020) - [i3]Alberto Marchisio, Andrea Massa, Vojtech Mrazek, Beatrice Bussolino, Maurizio Martina, Muhammad Shafique:
NASCaps: A Framework for Neural Architecture Search to Optimize the Accuracy and Hardware Efficiency of Convolutional Capsule Networks. CoRR abs/2008.08476 (2020) - [i2]Maurizio Capra, Beatrice Bussolino, Alberto Marchisio, Guido Masera, Maurizio Martina, Muhammad Shafique:
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead. CoRR abs/2012.11233 (2020) - 2019
- [i1]Alberto Marchisio, Beatrice Bussolino, Alessio Colucci, Muhammad Abdullah Hanif, Maurizio Martina, Guido Masera, Muhammad Shafique:
X-TrainCaps: Accelerated Training of Capsule Nets through Lightweight Software Optimizations. CoRR abs/1905.10142 (2019)
Coauthor Index

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