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Jary Pomponi
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Avalanche: an end-to-end library for continual learning
V Lomonaco, L Pellegrini, A Cossu, A Carta, G Graffieti, TL Hayes, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
2042021
Efficient continual learning in neural networks with embedding regularization
J Pomponi, S Scardapane, V Lomonaco, A Uncini
Neurocomputing 397, 139-148, 2020
592020
Pixle: a fast and effective black-box attack based on rearranging pixels
J Pomponi, S Scardapane, A Uncini
2022 International Joint Conference on Neural Networks (IJCNN), 1-7, 2022
342022
DeepRICH: learning deeply Cherenkov detectors
C Fanelli, J Pomponi
Machine Learning: Science and Technology 1 (1), 015010, 2020
292020
Bayesian neural networks with maximum mean discrepancy regularization
J Pomponi, S Scardapane, A Uncini
Neurocomputing 453, 428-437, 2021
182021
Pseudo-rehearsal for continual learning with normalizing flows
J Pomponi, S Scardapane, A Uncini
arXiv preprint arXiv:2007.02443, 2020
122020
Structured Ensembles: An approach to reduce the memory footprint of ensemble methods
J Pomponi, S Scardapane, A Uncini
Neural Networks 144, 407-418, 2021
92021
Avalanche: an End-to-End Library for Continual Learning, in 2021 IEEE
V Lomonaco, L Pellegrini, A Cossu, A Carta, G Graffieti, T Hayes, ...
CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW …, 2021
92021
A probabilistic re-intepretation of confidence scores in multi-exit models
J Pomponi, S Scardapane, A Uncini
Entropy 24 (1), 1, 2021
82021
Continual learning with invertible generative models
J Pomponi, S Scardapane, A Uncini
Neural Networks 164, 606-616, 2023
32023
Conditional computation in neural networks: principles and research trends
S Scardapane, A Baiocchi, A Devoto, V Marsocci, P Minervini, J Pomponi
arXiv preprint arXiv:2403.07965, 2024
12024
Rearranging Pixels is a Powerful Black-Box Attack for RGB and Infrared Deep Learning Models
J Pomponi, D Dántoni, N Alessandro, S Scardapane
IEEE Access 11, 11298-11306, 2023
12023
Centroids Matching: an efficient Continual Learning approach operating in the embedding space
J Pomponi, S Scardapane, A Uncini
arXiv preprint arXiv:2208.02048, 2022
12022
Adaptive Layer Selection for Efficient Vision Transformer Fine-Tuning
A Devoto, F Alvetreti, J Pomponi, P Di Lorenzo, P Minervini, ...
arXiv preprint arXiv:2408.08670, 2024
2024
Joint or Disjoint: Mixing Training Regimes for Early-Exit Models
B Krzepkowski, M Michaluk, F Szarwacki, P Kubaty, J Pomponi, ...
arXiv preprint arXiv:2407.14320, 2024
2024
Adaptive Semantic Token Selection for AI-native Goal-oriented Communications
A Devoto, S Petruzzi, J Pomponi, P Di Lorenzo, S Scardapane
arXiv preprint arXiv:2405.02330, 2024
2024
Class incremental learning with probability dampening and cascaded gated classifier
J Pomponi, A Devoto, S Scardapane
arXiv preprint arXiv:2402.01262v3, 2024
2024
NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks
M Gambella, J Pomponi, S Scardapane, M Roveri
arXiv preprint arXiv:2401.13330, 2024
2024
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