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Defense-GAN for text: protecting text classifiers against Adversarial Attacks
dc.contributor | Rodríguez Fonollosa, José Adrián |
dc.contributor | Kalita, Jugal |
dc.contributor.author | Ibáñez López, Bruno |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions |
dc.date.accessioned | 2019-07-04T09:35:54Z |
dc.date.issued | 2019-06-18 |
dc.identifier.uri | http://hdl.handle.net/2117/165599 |
dc.description.abstract | In computer vision, Defense-GAN is a framework that leverages the capability of generative models to defend neural networks (NNs) against adversarial attacks. This paper investigates how Defense-GAN will behave when it is used to defend RNNs against adversarial texts. It is assumed that little perturbations in textual comments could lead into misclassification, due to its short length. Even though adversarial texts may not be tricky for people, they could be for classifiers. |
dc.language.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya |
dc.subject | Àrees temàtiques de la UPC::Enginyeria de la telecomunicació |
dc.subject.lcsh | Natural language processing (Computer science) |
dc.subject.lcsh | Neural networks (Computer science) |
dc.subject.lcsh | Computer vision |
dc.subject.other | Adversarial Attacks |
dc.subject.other | NLP |
dc.title | Defense-GAN for text: protecting text classifiers against Adversarial Attacks |
dc.title.alternative | Defense-GAN para texto: protegiendo clasificadores de texto ante adversarial attacks |
dc.title.alternative | Defense-GAN per a text: protegint classificadors de text davant dels coneguts com a atacs adversos |
dc.type | Bachelor thesis |
dc.subject.lemac | Tractament del llenguatge natural (Informàtica) |
dc.subject.lemac | Xarxes neuronals (Informàtica) |
dc.subject.lemac | Visió per ordinador |
dc.identifier.slug | ETSETB-230.144474 |
dc.rights.access | Restricted access - author's decision |
dc.date.lift | 10000-01-01 |
dc.date.updated | 2019-07-04T05:51:01Z |
dc.audience.educationlevel | Grau |
dc.audience.mediator | Escola Tècnica Superior d'Enginyeria de Telecomunicació de Barcelona |
dc.audience.degree | GRAU EN ENGINYERIA DE TECNOLOGIES I SERVEIS DE TELECOMUNICACIÓ (Pla 2015) |