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By applying artificial intelligence to image editing technology, it has become possible to generate high-quality images with minimal traces of manipulation. However, since these technologies can be misused for criminal activities such as…

Multimedia · Computer Science 2023-09-01 Jiwon Lee , Seungjae Jeon , Yunji Park , Jaehyun Chung , Doowon Jeong

Recent advances in machine learning and computer vision have led to reported facial recognition accuracies surpassing human performance. We question if these systems will translate to real-world forensic scenarios in which a potentially…

Computer Vision and Pattern Recognition · Computer Science 2023-11-13 Justin Norman , Shruti Agarwal , Hany Farid

Device logs are essential for forensic investigations, enterprise monitoring, and fraud detection; however, they often leak personally identifiable information (PII) when exported for third-party analysis. Existing approaches either fail to…

Cryptography and Security · Computer Science 2026-03-09 Sanket Goutam , Hunter Kippen , Mike Grace , Amir Rahmati

While disk encryption is suitable for use in most situations where confidentiality of disks is required, stronger guarantees are required in situations where adversaries may employ coercive tactics to gain access to cryptographic keys.…

Cryptography and Security · Computer Science 2021-10-12 Kyle Fredrickson , Austen Barker , Darrell D. E. Long

With an exponentially increasing usage of cloud services, the need for forensic investigations of virtual space is equally in constantly increasing demand, which includes as a very first approach, the gaining of access to it as well as the…

Cryptography and Security · Computer Science 2016-09-27 Steven Ryder , Nhien-An Le-Khac

In adversarial machine learning, new defenses against attacks on deep learning systems are routinely broken soon after their release by more powerful attacks. In this context, forensic tools can offer a valuable complement to existing…

Cryptography and Security · Computer Science 2022-06-17 Shawn Shan , Arjun Nitin Bhagoji , Haitao Zheng , Ben Y. Zhao

Transferability of adversarial examples is a key issue to apply this kind of attacks against multimedia forensics (MMF) techniques based on Deep Learning (DL) in a real-life setting. Adversarial example transferability, in fact, would open…

Computer Vision and Pattern Recognition · Computer Science 2022-01-07 Wenjie Li , Benedetta Tondi , Rongrong Ni , Mauro Barni

As security incidents continue to impact organisations, there is a growing demand for systems to be 'forensic ready'- to maximise the potential use of evidence whilst minimising the costs of an investigation. Researchers have supported…

Software Engineering · Computer Science 2017-05-16 George Grispos , Jesus Garcia-Galan , Liliana Pasquale , Bashar Nuseibeh

Network forensic techniques help in tracking different types of cyber attack by monitoring and inspecting network traffic. However, with the high speed and large sizes of current networks, and the sophisticated philosophy of attackers, in…

Cryptography and Security · Computer Science 2017-11-09 Nour Moustafa , Jill Slay

An area presenting new opportunities for both legitimate business, as well as criminal organizations, is Cloud computing. This work gives a strong background in current digital forensic science, as well as a basic understanding of the goal…

Computers and Society · Computer Science 2015-02-05 Joshua I. James , Yunsik Jang

In this article, the authors discuss the problem of forensic authentication of digital audio recordings. Although forensic audio has been addressed in several articles, the existing approaches are focused on analog magnetic recordings,…

Cryptography and Security · Computer Science 2022-03-15 Marcos Faundez-Zanuy , Jose Juan Lucena-Molina , Martin Hagmueller

The advent of the Internet has significantly transformed the daily activities of millions of people, with one of them being the way people communicate where Instant Messaging (IM) and Voice over IP (VoIP) communications have become…

Cryptography and Security · Computer Science 2016-12-02 Christos Sgaras , M-Tahar Kechadi , Nhien-An Le-Khac

Malware classification is a difficult problem, to which machine learning methods have been applied for decades. Yet progress has often been slow, in part due to a number of unique difficulties with the task that occur through all stages of…

Cryptography and Security · Computer Science 2020-11-17 Edward Raff , Charles Nicholas

Both malware and antivirus detection tools advance in their capabilities. Malware aim is to evade the detection while antivirus is to detect the malware. Over time, the detection techniques evolved from simple static signature matching over…

Cryptography and Security · Computer Science 2019-06-26 Ivica Stipovic

Vulnerabilities in open-source operating systems (OSs) pose substantial security risks to software systems, making their detection crucial. While fuzzing has been an effective vulnerability detection technique in various domains, OS fuzzing…

Operating Systems · Computer Science 2026-01-21 Kun Hu , Qicai Chen , Wenzhuo Zhang , Zilong Lu , Bihuan Chen , You Lu , Haowen Jiang , Bingkun Sun , Xin Peng , Wenyun Zhao

Machine learning based malware detection techniques rely on grayscale images of malware and tends to classify malware based on the distribution of textures in graycale images. Albeit the advancement and promising results shown by machine…

Cryptography and Security · Computer Science 2022-08-05 Sanket Shukla

In this paper, we propose an adversary model to facilitate forensic investigations of mobile devices (e.g. Android, iOS and Windows smartphones) that can be readily adapted to the latest mobile device technologies. This is essential given…

Cryptography and Security · Computer Science 2015-09-24 Quang Do , Ben Martini , Kim-Kwang Raymond Choo

In today's world, critical infrastructure is often controlled by computing systems. This introduces new risks for cyber attacks, which can compromise the security and disrupt the functionality of these systems. It is therefore necessary to…

Formal Languages and Automata Theory · Computer Science 2021-09-06 Tomas Kulik , Brijesh Dongol , Peter Gorm Larsen , Hugo Daniel Macedo , Steve Schneider , Peter Würtz Vinther Tran-Jørgensen , Jim Woodcock

Cybercrime investigators face numerous challenges when policing online crimes. Firstly, the methods and processes they use when dealing with traditional crimes do not necessarily apply in the cyber-world. Additionally, cyber criminals are…

Human-Computer Interaction · Computer Science 2019-02-20 Mariam Nouh , Jason R. C. Nurse , Helena Webb , Michael Goldsmith

Memory safety remains a critical and widely violated property in reality. Numerous defense techniques have been proposed and developed but most of them are not applied or enabled by default in production-ready environment due to their…

Cryptography and Security · Computer Science 2021-11-30 Wei Song , Jiameng Ying , Sihao Shen , Boya Li , Hao Ma , Peng Liu