Jary Pomponi

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 24

Top Topics

Boltzmann Machine

Ensemble Methods

Incremental Learning

Top Venues

Neural Networks

Mach. Learn. Sci. Technol.

Publications

Bartlomiej Krzepkowski, Monika Michaluk, Franciszek Szarwacki, Piotr Kubaty, Jary Pomponi, Tomasz Trzcinski, Bartosz Wójcik, Kamil Adamczewski
Joint or Disjoint: Mixing Training Regimes for Early-Exit Models. CoRR (2024)
Jary Pomponi, Alessio Devoto, Simone Scardapane
Cascaded Scaling Classifier: class incremental learning with probability scaling. CoRR (2024)
Simone Scardapane, Alessandro Baiocchi, Alessio Devoto, Valerio Marsocci, Pasquale Minervini, Jary Pomponi
Conditional computation in neural networks: principles and research trends. CoRR (2024)
Alessio Devoto, Simone Petruzzi, Jary Pomponi, Paolo Di Lorenzo, Simone Scardapane
Adaptive Semantic Token Selection for AI-native Goal-oriented Communications. CoRR (2024)
Matteo Gambella, Jary Pomponi, Simone Scardapane, Manuel Roveri
NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks. CoRR (2024)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Continual learning with invertible generative models. Neural Networks 164 (2023)
Jary Pomponi, Daniele Dántoni, Nicolosi Alessandro, Simone Scardapane
Rearranging Pixels is a Powerful Black-Box Attack for RGB and Infrared Deep Learning Models. IEEE Access 11 (2023)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Centroids Matching: an efficient Continual Learning approach operating in the embedding space. Trans. Mach. Learn. Res. 2022 (2022)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Pixle: a fast and effective black-box attack based on rearranging pixels. IJCNN (2022)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
A Probabilistic Re-Intepretation of Confidence Scores in Multi-Exit Models. Entropy 24 (1) (2022)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Centroids Matching: an efficient Continual Learning approach operating in the embedding space. CoRR (2022)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Pixle: a fast and effective black-box attack based on rearranging pixels. CoRR (2022)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Continual Learning with Invertible Generative Models. CoRR (2022)
Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German Ignacio Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Ahmad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni
Avalanche: An End-to-End Library for Continual Learning. CVPR Workshops (2021)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Structured Ensembles: An approach to reduce the memory footprint of ensemble methods. Neural Networks 144 (2021)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Structured Ensembles: an Approach to Reduce the Memory Footprint of Ensemble Methods. CoRR (2021)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Bayesian Neural Networks with Maximum Mean Discrepancy regularization. Neurocomputing 453 (2021)
Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido M. van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German Ignacio Parisi, Fabio Cuzzolin, Andreas S. Tolias, Simone Scardapane, Luca Antiga, Subutai Amhad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni
Avalanche: an End-to-End Library for Continual Learning. CoRR (2021)
Jary Pomponi, Simone Scardapane, Vincenzo Lomonaco, Aurelio Uncini
Efficient continual learning in neural networks with embedding regularization. Neurocomputing 397 (2020)
Cristiano Fanelli, Jary Pomponi
DeepRICH: learning deeply Cherenkov detectors. Mach. Learn. Sci. Technol. 1 (1) (2020)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Bayesian Neural Networks With Maximum Mean Discrepancy Regularization. CoRR (2020)
Jary Pomponi, Simone Scardapane, Aurelio Uncini
Pseudo-Rehearsal for Continual Learning with Normalizing Flows. CoRR (2020)
Jary Pomponi, Simone Scardapane, Vincenzo Lomonaco, Aurelio Uncini
Efficient Continual Learning in Neural Networks with Embedding Regularization. CoRR (2019)
Cristiano Fanelli, Jary Pomponi
DeepRICH: Learning Deeply Cherenkov Detectors. CoRR (2019)