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EnD: Entangling and Disentangling deep representations for bias correction


Mar 02, 2021
Enzo Tartaglione, Carlo Alberto Barbano, Marco Grangetto


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Dysplasia grading of colorectal polyps through CNN analysis of WSI


Feb 10, 2021
Daniele Perlo, Enzo Tartaglione, Luca Bertero, Paola Cassoni, Marco Grangetto


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UniToPatho, a labeled histopathological dataset for colorectal polyps classification and adenoma dysplasia grading


Feb 10, 2021
Carlo Alberto Barbano, Daniele Perlo, Enzo Tartaglione, Attilio Fiandrotti, Luca Bertero, Paola Cassoni, Marco Grangetto

* 5 pages, 3 figures 

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SeReNe: Sensitivity based Regularization of Neurons for Structured Sparsity in Neural Networks


Feb 07, 2021
Enzo Tartaglione, Andrea Bragagnolo, Francesco Odierna, Attilio Fiandrotti, Marco Grangetto


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A two-step explainable approach for COVID-19 computer-aided diagnosis from chest x-ray images


Jan 25, 2021
Carlo Alberto Barbano, Enzo Tartaglione, Claudio Berzovini, Marco Calandri, Marco Grangetto

* 5 pages, 4 figures 

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Neural Network-derived perfusion maps: a Model-free approach to computed tomography perfusion in patients with acute ischemic stroke


Jan 15, 2021
Umberto A. Gava, Federico D'Agata, Enzo Tartaglione, Marco Grangetto, Francesca Bertolino, Ambra Santonocito, Edwin Bennink, Mauro Bergui


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LOss-Based SensiTivity rEgulaRization: towards deep sparse neural networks


Nov 16, 2020
Enzo Tartaglione, Andrea Bragagnolo, Attilio Fiandrotti, Marco Grangetto


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A non-discriminatory approach to ethical deep learning


Aug 04, 2020
Enzo Tartaglione, Marco Grangetto


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Pruning artificial neural networks: a way to find well-generalizing, high-entropy sharp minima


Apr 30, 2020
Enzo Tartaglione, Andrea Bragagnolo, Marco Grangetto


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Unveiling COVID-19 from Chest X-ray with deep learning: a hurdles race with small data


Apr 11, 2020
Enzo Tartaglione, Carlo Alberto Barbano, Claudio Berzovini, Marco Calandri, Marco Grangetto


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Post-synaptic potential regularization has potential


Jul 19, 2019
Enzo Tartaglione, Daniele Perlo, Marco Grangetto


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Learning Sparse Neural Networks via Sensitivity-Driven Regularization


Oct 28, 2018
Enzo Tartaglione, Skjalg Lepsøy, Attilio Fiandrotti, Gianluca Francini


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On the role of synaptic stochasticity in training low-precision neural networks


Mar 20, 2018
Carlo Baldassi, Federica Gerace, Hilbert J. Kappen, Carlo Lucibello, Luca Saglietti, Enzo Tartaglione, Riccardo Zecchina

* Phys. Rev. Lett. 120, 268103 (2018) 
* 7 pages + 14 pages of supplementary material 

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