Deep Learning

Creating Proactive Cyber Threat Intelligence with Hacker Exploit Labels: A Deep Transfer Learning Approach
The rapid proliferation of complex information systems has been met by an ever-increasing quantity of exploits that can cause …
Benjamin M. Ampel, Sagar Samtani, Hongyi Zhu, Hsinchun Chen
Last updated on May 2, 2024
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Creating Proactive Cyber Threat Intelligence with Hacker Exploit Labels: A Deep Transfer Learning Approach
Improving Threat Mitigation Through a Cybersecurity Risk Management Framework: A Computational Design Science Approach
Cyberattacks have been increasing in volume and intensity, necessitating proactive measures. Cybersecurity risk management frameworks …
Benjamin M. Ampel, Sagar Samtani, Hongyi Zhu, Hsinchun Chen
Last updated on May 2, 2024
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Improving Threat Mitigation Through a Cybersecurity Risk Management Framework: A Computational Design Science Approach
Distilling Contextual Embeddings Into A Static Word Embedding For Improving Hacker Forum Analytics
Hacker forums provide malicious actors with a large database of tutorials, goods, and assets to leverage for cyber-attacks. Careful …
Benjamin M. Ampel, Hsinchun Chen
Last updated on Sep 6, 2023
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Exploring the Evolution of Exploit-Sharing Hackers: An Unsupervised Graph Embedding Approach
Cybercrime was estimated to cost the global economy $945 billion in 2020. Increasingly, law enforcement agencies are using social …
Kaeli Otto, Benjamin M. Ampel, Sagar Samtani, Hongyi Zhu, Hsinchun Chen
Last updated on Sep 6, 2023
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Identifying and Categorizing Malicious Content on Paste Sites: A Neural Topic Modeling Approach
Malicious cyber activities impose substantial costs on the U.S. economy and global markets. Cyber-criminals often use …
Tala Vahedi, Benjamin M. Ampel, Sagar Samtani, Hsinchun Chen
Last updated on Sep 6, 2023
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Identifying Vulnerable GitHub Repositories and Users in Scientific Cyberinfrastructure: An Unsupervised Graph Embedding Approach
The scientific cyberinfrastructure community heavily relies on public internet-based systems (e.g., GitHub) to share resources and …
Ben Lazarine, Sagar Samtani, Mark Patton, Hongyi Zhu, Steven Ullman, Benjamin M. Ampel, Hsinchun Chen
Last updated on Sep 6, 2023
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Labeling Hacker Exploits for Proactive Cyber Threat Intelligence: A Deep Transfer Learning Approach
With the rapid development of new technologies, vulnerabilities are at an all-time high. Companies are investing in developing Cyber …
Benjamin M. Ampel, Sagar Samtani, Hongyi Zhu, Steven Ullman, Hsinchun Chen
Last updated on Sep 6, 2023
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Smart Vulnerability Assessment for Scientific Cyberinfrastructure: An Unsupervised Graph Embedding Approach
The accelerated growth of computing technologies has provided interdisciplinary teams a platform for producing innovative research at …
Steven Ullman, Sagar Samtani, Ben Lazarine, Hongyi Zhu, Benjamin M. Ampel, Mark Patton, Hsinchun Chen
Last updated on Sep 6, 2023
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Example Project