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This paper presents HeNet, a hierarchical ensemble neural network, applied to classify hardware-generated control flow traces for malware detection. Deep learning-based malware detection has so far focused on analyzing executable files and…

Cryptography and Security · Computer Science 2018-01-09 Li Chen , Salmin Sultana , Ravi Sahita

Increasingly, malwares are becoming complex and they are spreading on networks targeting different infrastructures and personal-end devices to collect, modify, and destroy victim information. Malware behaviors are polymorphic, metamorphic,…

Cryptography and Security · Computer Science 2022-11-09 Lionel Nganyewou Tidjon , Foutse Khomh

The United States has experienced a significant increase in violent extremism, prompting the need for automated tools to detect and limit the spread of extremist ideology online. This study evaluates the performance of Bidirectional Encoder…

Computation and Language · Computer Science 2024-08-30 Beidi Dong , Jin R. Lee , Ziwei Zhu , Balassubramanian Srinivasan

With the goal of improving the security of Internet protocols, we seek faster, semi-automatic methods to discover new vulnerabilities in protocols such as DNS, BGP, and others. To this end, we introduce the LLM-Assisted Protocol Attack…

Cryptography and Security · Computer Science 2025-10-23 R. Can Aygun , Yehuda Afek , Anat Bremler-Barr , Leonard Kleinrock

Cyber attacks threaten economic interests, critical infrastructure, and public health and safety. To counter this, entities adopt cyber threat hunting, a proactive approach that involves formulating hypotheses and searching for attack…

Cryptography and Security · Computer Science 2025-12-30 Mustafa F. Abdelwahed , Ahmed Shafee , Joan Espasa

With frequently evolving Advanced Persistent Threats (APTs) in cyberspace, traditional security solutions approaches have become inadequate for threat hunting for organizations. Moreover, SOC (Security Operation Centers) analysts are often…

With the increasing number of cybersecurity threats, it becomes more difficult for researchers to skim through the security reports for malware analysis. There is a need to be able to extract highly relevant sentences without having to read…

Information Retrieval · Computer Science 2020-05-28 Simra Shahid , Tanmay Singh , Yash Sharma , Kapil Sharma

Network analysis and machine learning techniques have been widely applied for building malware detection systems. Though these systems attain impressive results, they often are $(i)$ not extensible, being monolithic, well tuned for the…

Cryptography and Security · Computer Science 2023-04-14 Yashovardhan Sharma , Simon Birnbach , Ivan Martinovic

The rapid evolution of cyber threats has outpaced traditional detection methodologies, necessitating innovative approaches capable of addressing the adaptive and complex behaviors of modern adversaries. A novel framework was introduced,…

Cryptography and Security · Computer Science 2025-08-11 Ignatius Rollere , Caspian Hartsfield , Seraphina Courtenay , Lucian Fenwick , Aurelia Grunwald

In the very last years, cybersecurity attacks have increased at an unprecedented pace, becoming ever more sophisticated and costly. Their impact has involved both private/public companies and critical infrastructures. At the same time, due…

Cryptography and Security · Computer Science 2023-09-25 Filippo Sobrero , Beatrice Clavarezza , Daniele Ucci , Federica Bisio

Machine learning is a field of artificial intelligence (AI) that is becoming essential for several critical systems, making it a good target for threat actors. Threat actors exploit different Tactics, Techniques, and Procedures (TTPs)…

Cryptography and Security · Computer Science 2022-07-04 Lionel Nganyewou Tidjon , Foutse Khomh

Counterspeech has proven to be a powerful tool to combat hate speech online. Previous studies have focused on generating counterspeech conditioned only on specific intents (single attributed). However, a holistic approach considering…

Computation and Language · Computer Science 2025-06-03 Aswini Kumar , Anil Bandhakavi , Tanmoy Chakraborty

Secure by Design has become the mainstream development approach ensuring that software systems are not vulnerable to cyberattacks. Architectural security controls need to be carefully monitored over the software development life cycle to…

Software Engineering · Computer Science 2023-07-13 Ahmet Okutan , Ali Shokri , Viktoria Koscinski , Mohamad Fazelinia , Mehdi Mirakhorli

In the Internet age, cyber-attacks occur frequently with complex types. Traffic generated by access activities can record website status and user request information, which brings a great opportunity for network attack detection. Among…

Cryptography and Security · Computer Science 2018-11-01 Yuqi Yu , Hanbing Yan , Hongchao Guan , Hao Zhou

The aggressive performance optimizations in modern microprocessors can result in security vulnerabilities. For example, timing-based attacks in processor caches can steal secret keys or break randomization. So far, finding cache-timing…

Cryptography and Security · Computer Science 2023-02-07 Mulong Luo , Wenjie Xiong , Geunbae Lee , Yueying Li , Xiaomeng Yang , Amy Zhang , Yuandong Tian , Hsien-Hsin S. Lee , G. Edward Suh

Advanced Persistent Threat (APT) attackers apply multiple sophisticated methods to continuously and stealthily steal information from the targeted cloud storage systems and can even induce the storage system to apply a specific defense…

Cryptography and Security · Computer Science 2018-01-22 Minghui Min , Liang Xiao , Caixia Xie , Mohammad Hajimirsadeghi , Narayan B. Mandayam

Accurate and timely detection of cyber threats is critical to keeping our online economy and data safe. A key technique in early detection is the classification of unusual patterns of network behaviour, often hidden as low-frequency events…

Cryptography and Security · Computer Science 2024-05-01 Anthony Kenyon , Lipika Deka , David Elizondo

Pre-trained language models of code are now widely used in various software engineering tasks such as code generation, code completion, vulnerability detection, etc. This, in turn, poses security and reliability risks to these models. One…

Software Engineering · Computer Science 2024-11-01 Thanh-Dat Nguyen , Yang Zhou , Xuan Bach D. Le , Patanamon Thongtanunam , David Lo

Effective risk management in cybersecurity requires a thorough understanding of the interplay between attacker capabilities and defense strategies. Attack-Defense Trees (ADTs) are a commonly used methodology for representing this interplay;…

Cryptography and Security · Computer Science 2025-04-18 Danut-Valentin Copae , Reza Soltani , Milan Lopuhaä-Zwakenberg

Text-to-image models are vulnerable to the stepwise "Divide-and-Conquer Attack" (DACA) that utilize a large language model to obfuscate inappropriate content in prompts by wrapping sensitive text in a benign narrative. To mitigate stepwise…

Cryptography and Security · Computer Science 2024-12-18 Portia Cooper , Harshita Narnoli , Mihai Surdeanu
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