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Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things


Mar 03, 2021
Yansong Gao, Minki Kim, Chandra Thapa, Sharif Abuadbba, Zhi Zhang, Seyit A. Camtepe, Hyoungshick Kim, Surya Nepal

* 14 pages. arXiv admin note: text overlap with arXiv:2003.13376 

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Token-Modification Adversarial Attacks for Natural Language Processing: A Survey


Mar 01, 2021
Tom Roth, Yansong Gao, Alsharif Abuadbba, Surya Nepal, Wei Liu

* 8 pages, 1 figure 

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DeepiSign: Invisible Fragile Watermark to Protect the Integrityand Authenticity of CNN


Jan 12, 2021
Alsharif Abuadbba, Hyoungshick Kim, Surya Nepal

* The 36th ACM SIGAPP Symposium on Applied Computing (ACM SAC) 

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HaS-Nets: A Heal and Select Mechanism to Defend DNNs Against Backdoor Attacks for Data Collection Scenarios


Dec 14, 2020
Hassan Ali, Surya Nepal, Salil S. Kanhere, Sanjay Jha

* 21 pages, 36 figures, conference paper 

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Decamouflage: A Framework to Detect Image-Scaling Attacks on Convolutional Neural Networks


Oct 08, 2020
Bedeuro Kim, Alsharif Abuadbba, Yansong Gao, Yifeng Zheng, Muhammad Ejaz Ahmed, Hyoungshick Kim, Surya Nepal


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Backdoor Attacks and Countermeasures on Deep Learning: A Comprehensive Review


Aug 02, 2020
Yansong Gao, Bao Gia Doan, Zhi Zhang, Siqi Ma, Jiliang Zhang, Anmin Fu, Surya Nepal, Hyoungshick Kim

* 29 pages, 9 figures, 2 tables 

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FedEmail: Performance Measurement of Privacy-friendly Phishing Detection Enabled by Federated Learning


Jul 27, 2020
Chandra Thapa, Jun Wen Tang, Sharif Abuadbba, Yansong Gao, Yifeng Zheng, Seyit A. Camtepe, Surya Nepal, Mahathir Almashor


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Adversarial Defense by Latent Style Transformations


Jun 17, 2020
Shuo Wang, Surya Nepal, Marthie Grobler, Carsten Rudolph, Tianle Chen, Shangyu Chen


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Deep Learning for Community Detection: Progress, Challenges and Opportunities


May 17, 2020
Fanzhen Liu, Shan Xue, Jia Wu, Chuan Zhou, Wenbin Hu, Cecile Paris, Surya Nepal, Jian Yang, Philip S. Yu

* Accepted Paper in the 29th International Joint Conference on Artificial Intelligence (IJCAI 20), Survey Track 

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End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things


Mar 30, 2020
Yansong Gao, Minki Kim, Sharif Abuadbba, Yeonjae Kim, Chandra Thapa, Kyuyeon Kim, Seyit A. Camtepe, Hyoungshick Kim, Surya Nepal

* 11 pages, 13 figures 

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Can We Use Split Learning on 1D CNN Models for Privacy Preserving Training?


Mar 16, 2020
Sharif Abuadbba, Kyuyeon Kim, Minki Kim, Chandra Thapa, Seyit A. Camtepe, Yansong Gao, Hyoungshick Kim, Surya Nepal

* 13 pages, Accepted at ACM ASIACCS 2020 

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DAN: Dual-View Representation Learning for Adapting Stance Classifiers to New Domains


Mar 13, 2020
Chang Xu, Cecile Paris, Surya Nepal, Ross Sparks, Chong Long, Yafang Wang

* Accepted at ECAI2020 

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Defending Adversarial Attacks via Semantic Feature Manipulation


Feb 03, 2020
Shuo Wang, Tianle Chen, Surya Nepal, Carsten Rudolph, Marthie Grobler, Shangyu Chen

* arXiv admin note: text overlap with arXiv:2001.06640 and text overlap with arXiv:1705.09064 by other authors 

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OIAD: One-for-all Image Anomaly Detection with Disentanglement Learning


Jan 18, 2020
Shuo Wang, Tianle Chen, Shangyu Chen, Carsten Rudolph, Surya Nepal, Marthie Grobler


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Backdoor Attacks against Transfer Learning with Pre-trained Deep Learning Models


Jan 10, 2020
Shuo Wang, Surya Nepal, Carsten Rudolph, Marthie Grobler, Shangyu Chen, Tianle Chen


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Generating Semantic Adversarial Examples via Feature Manipulation


Jan 06, 2020
Shuo Wang, Shangyu Chen, Tianle Chen, Surya Nepal, Carsten Rudolph, Marthie Grobler

* arXiv admin note: substantial text overlap with arXiv:1705.09064 by other authors 

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Man-in-the-Middle Attacks against Machine Learning Classifiers via Malicious Generative Models


Oct 14, 2019
Derui, Wang, Chaoran Li, Sheng Wen, Surya Nepal, Yang Xiang


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Recognising Agreement and Disagreement between Stances with Reason Comparing Networks


Jun 04, 2019
Chang Xu, Cecile Paris, Surya Nepal, Ross Sparks

* To appear at the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019) 

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Daedalus: Breaking Non-Maximum Suppression in Object Detection via Adversarial Examples


Feb 06, 2019
Derui Wang, Chaoran Li, Sheng Wen, Surya Nepal, Yang Xiang


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Security and Performance Considerations in ROS 2: A Balancing Act


Sep 24, 2018
Jongkil Kim, Jonathon M. Smereka, Calvin Cheung, Surya Nepal, Marthie Grobler

* 6 pages, 6 figures 

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Cross-Target Stance Classification with Self-Attention Networks


Jul 11, 2018
Chang Xu, Cecile Paris, Surya Nepal, Ross Sparks

* In Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (ACL2018) 

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Defensive Collaborative Multi-task Training - Defending against Adversarial Attack towards Deep Neural Networks


Jul 03, 2018
Derek Wang, Chaoran Li, Sheng Wen, Surya Nepal, Yang Xiang

* 13 pages, 11 figures 

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