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Picture for Guido Sanguinetti

Guido Sanguinetti

School of Informatics, University of Edinburgh, SynthSys, Centre for Synthetic and Systems Biology, University of Edinburgh

On the Robustness of Bayesian Neural Networks to Adversarial Attacks


Jul 13, 2022
Luca Bortolussi, Ginevra Carbone, Luca Laurenti, Andrea Patane, Guido Sanguinetti, Matthew Wicker

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* arXiv admin note: text overlap with arXiv:2002.04359 

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Resilience of Bayesian Layer-Wise Explanations under Adversarial Attacks


Feb 22, 2021
Ginevra Carbone, Guido Sanguinetti, Luca Bortolussi

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Random Projections for Improved Adversarial Robustness


Feb 18, 2021
Ginevra Carbone, Guido Sanguinetti, Luca Bortolussi

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Robustness of Bayesian Neural Networks to Gradient-Based Attacks


Feb 12, 2020
Ginevra Carbone, Matthew Wicker, Luca Laurenti, Andrea Patane, Luca Bortolussi, Guido Sanguinetti

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Geometric fluid approximation for general continuous-time Markov chains


Jan 31, 2019
Michalis Michaelides, Jane Hillston, Guido Sanguinetti

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Intrinsic Geometric Vulnerability of High-Dimensional Artificial Intelligence


Nov 08, 2018
Luca Bortolussi, Guido Sanguinetti

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Efficient Low-Order Approximation of First-Passage Time Distributions


Nov 01, 2017
David Schnoerr, Botond Cseke, Ramon Grima, Guido Sanguinetti

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* Phys. Rev. Lett. 119, 210601 (2017) 
* 5 pages, 3 figures 

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On learning the structure of Bayesian Networks and submodular function maximization


Jun 07, 2017
Giulio Caravagna, Daniele Ramazzotti, Guido Sanguinetti

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Approximation and inference methods for stochastic biochemical kinetics - a tutorial review


Jan 12, 2017
David Schnoerr, Guido Sanguinetti, Ramon Grima

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* 73 pages, 12 figures in J. Phys. A: Math. Theor. (2016) 

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Property-driven State-Space Coarsening for Continuous Time Markov Chains


Oct 29, 2016
Michalis Michaelides, Dimitrios Milios, Jane Hillston, Guido Sanguinetti

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* Lecture Notes in Computer Science 9826 (2016) 3-18 
* 16 pages, 6 figures, 1 table 

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