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2020 – today
- 2024
[j14]Josue Ortega Caro, Yilong Ju
, Ryan Pyle, Sourav Dey, Wieland Brendel, Fabio Anselmi, Ankit B. Patel:
Translational symmetry in convolutions with localized kernels causes an implicit bias toward high frequency adversarial examples. Frontiers Comput. Neurosci. 18 (2024)- [i9]Lorenzo Basile, Santiago Acevedo, Luca Bortolussi, Fabio Anselmi, Alex Rodriguez:
Intrinsic Dimension Correlation: uncovering nonlinear connections in multimodal representations. CoRR abs/2406.15812 (2024) - 2023
- [j13]Fabio Anselmi, Luca Manzoni, Alberto d'Onofrio, Alex Rodriguez, Giulio Caravagna, Luca Bortolussi, Francesca Cairoli:
Data Symmetries and Learning in Fully Connected Neural Networks. IEEE Access 11: 47282-47290 (2023) - [j12]Zhe Li, Josue Ortega Caro, Evgenia Rusak, Wieland Brendel, Matthias Bethge, Fabio Anselmi, Ankit B. Patel, Andreas S. Tolias, Xaq Pitkow:
Robust deep learning object recognition models rely on low frequency information in natural images. PLoS Comput. Biol. 19(3) (2023) - [j11]Lucrezia Patruno, Salvatore Milite, Riccardo Bergamin, Nicola Calonaci, Alberto d'Onofrio, Fabio Anselmi, Marco Antoniotti, Alex Graudenzi, Giulio Caravagna:
A Bayesian method to infer copy number clones from single-cell RNA and ATAC sequencing. PLoS Comput. Biol. 19(11) (2023) - [j10]Francesca Cairoli, Fabio Anselmi, Alberto d'Onofrio, Luca Bortolussi:
Generative abstraction of Markov population processes. Theor. Comput. Sci. 977: 114169 (2023) - [i8]Lorenzo Basile, Nikos Karantzas, Alberto d'Onofrio, Luca Bortolussi, Alex Rodriguez, Fabio Anselmi:
Relating Implicit Bias and Adversarial Attacks through Intrinsic Dimension. CoRR abs/2305.15203 (2023) - [i7]Fabio Anselmi, Mauro Castelli, Alberto d'Onofrio, Luca Manzoni, Luca Mariot, Martina Saletta:
Local Search, Semantics, and Genetic Programming: a Global Analysis. CoRR abs/2305.16956 (2023) - 2022
- [j9]Fabio Anselmi, Tomaso A. Poggio:
Representation Learning in Sensory Cortex: A Theory. IEEE Access 10: 102475-102491 (2022) - [j8]Benedetta Franceschiello, Tommaso Di Noto, Alexia Bourgeois, Micah M. Murray, Astrid Minier, Pierre Pouget, Jonas Richiardi, Paolo Bartolomeo, Fabio Anselmi:
Machine learning algorithms on eye tracking trajectories to classify patients with spatial neglect. Comput. Methods Programs Biomed. 221: 106929 (2022) - [j7]Fabio Anselmi, Ankit B. Patel:
Editorial: Symmetry as a guiding principle in artificial and brain neural networks. Frontiers Comput. Neurosci. 16 (2022) - [j6]Nikos Karantzas, Emma Besier, Josue Ortega Caro, Xaq Pitkow, Andreas S. Tolias, Ankit B. Patel, Fabio Anselmi:
Understanding Robustness and Generalization of Artificial Neural Networks Through Fourier Masks. Frontiers Artif. Intell. 5 (2022) - [j5]Justin Sahs, Ryan Pyle, Aneel Damaraju, Josue Ortega Caro, Onur Tavaslioglu, Andy Lu, Fabio Anselmi, Ankit B. Patel:
Shallow Univariate ReLU Networks as Splines: Initialization, Loss Surface, Hessian, and Gradient Flow Dynamics. Frontiers Artif. Intell. 5: 889981 (2022) - [i6]Nikos Karantzas, Emma Besier, Josue Ortega Caro, Xaq Pitkow, Andreas S. Tolias, Ankit B. Patel, Fabio Anselmi:
Understanding robustness and generalization of artificial neural networks through Fourier masks. CoRR abs/2203.08822 (2022) - 2020
- [j4]Fabio Anselmi, Micah M. Murray, Benedetta Franceschiello:
A computational model for grid maps in neural populations. J. Comput. Neurosci. 48(2): 149-159 (2020)
2010 – 2019
- 2019
- [j3]Fabio Anselmi, Georgios Evangelopoulos, Lorenzo Rosasco, Tomaso A. Poggio:
Symmetry-adapted representation learning. Pattern Recognit. 86: 201-208 (2019) - [c1]Fabio Anselmi, Nicoletta Noceti, Lorenzo Rosasco, Robert Ward:
Genuine Personality Recognition from Highly Constrained Face Images. ICIAP (1) 2019: 421-431 - [i5]Fabio Anselmi, Benedetta Franceschiello, Micah M. Murray, Lorenzo Rosasco:
A computational model for grid maps in neural populations. CoRR abs/1902.06553 (2019) - 2016
- [j2]Fabio Anselmi, Joel Z. Leibo, Lorenzo Rosasco, Jim Mutch, Andrea Tacchetti, Tomaso A. Poggio:
Unsupervised learning of invariant representations. Theor. Comput. Sci. 633: 112-121 (2016) - [i4]Joel Z. Leibo, Qianli Liao, Winrich Freiwald, Fabio Anselmi, Tomaso A. Poggio:
View-tolerant face recognition and Hebbian learning imply mirror-symmetric neural tuning to head orientation. CoRR abs/1606.01552 (2016) - 2015
- [j1]Joel Z. Leibo, Qianli Liao, Fabio Anselmi, Tomaso A. Poggio:
The Invariance Hypothesis Implies Domain-Specific Regions in Visual Cortex. PLoS Comput. Biol. 11(10) (2015) - [i3]Fabio Anselmi, Lorenzo Rosasco, Tomaso A. Poggio:
On Invariance and Selectivity in Representation Learning. CoRR abs/1503.05938 (2015) - [i2]Fabio Anselmi, Lorenzo Rosasco, Cheston Tan, Tomaso A. Poggio:
Deep Convolutional Networks are Hierarchical Kernel Machines. CoRR abs/1508.01084 (2015) - 2013
- [i1]Fabio Anselmi, Joel Z. Leibo, Lorenzo Rosasco, Jim Mutch, Andrea Tacchetti, Tomaso A. Poggio:
Unsupervised Learning of Invariant Representations in Hierarchical Architectures. CoRR abs/1311.4158 (2013)
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