Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Leveraging Model Distillation as a Defense Against Adversarial Attacks Based on Deep Learning Subject The topic of the resource Adversarial Attacks; Deep Learning; Defensive Approach; Machine Learning; Model Distillation Description An account of the resource Adversarial attacks on deep learning models threaten machine learning system security and reliability. The above attacks use modest data alterations to produce erroneous model results while being undetected by humans. This work suggests model distillation to prevent adversarial perturbations. The student model is taught to emulate the teacher model in model distillation. This is done using teacher model soft outputs. Our idea is that this strategy organically strengthens the student model against adversarial assaults by keeping the teacher model's essential knowledge and generalization capabilities while reducing weaknesses. Distilled models are more resilient to adversarial assaults than non-distilled models, according to experiments. These models also perform similarly on undamaged, uncorrupted data. The results show that model distillation may be a powerful defense against machine learning adversaries. This method protects model resilience and performance. 2023 IEEE. Creator An entity primarily responsible for making the resource Suresh K.; Radha J.; Thilagaraj T.; Subramani R.; Lakineni P.K.; Taqui S.N. Source A related resource from which the described resource is derived 2023 International Conference on Communication, Security and Artificial Intelligence, ICCSAI 2023, pp. 921-925. Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICCSAI59793.2023.10421670" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICCSAI59793.2023.10421670</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85186657477&amp;doi=10.1109%2FICCSAI59793.2023.10421670&amp;partnerID=40&amp;md5=3351519ea3a7a01e55974e76f192607d" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85186657477&amp;doi=10.1109%2fICCSAI59793.2023.10421670&amp;partnerID=40&amp;md5=3351519ea3a7a01e55974e76f192607d</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835036996-0 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Suresh K., Christ (Deemed University), Department of Computer Science, Bangalore, India; Radha J., Nandha Engineering College, Department of Computer Science and Engineering, Tamilnadu, Perundurai, India; Thilagaraj T., Moodlakatte Institute of Technology, Department of Computer Science and Engineering, Moodalakatte, Karnataka, Kundapura, India; Subramani R., Christ (Deemed to Be University), Department of Mathematics, Bangalore, India; Lakineni P.K., Gitam School of Technology, Gitam University, Department of Computer Science and Engineering, Visakhapatnam, India; Taqui S.N., Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, Department of Vlsi Microelectronics, Tamil Nadu, Chennai, India