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Little or no research has been directed to analysis and researching forensic analysis of the Bitcoin mixing or 'tumbling' service themselves. This work is intended to examine effective tooling and methodology for recovering forensic…

Cryptography and Security · Computer Science 2021-10-06 Edward Henry Young , Christos Chrysoulas , Nikolaos Pitropakis , Pavlos Papadopoulos , William J Buchanan

This paper presents the FlowTransformer framework, a novel approach for implementing transformer-based Network Intrusion Detection Systems (NIDSs). FlowTransformer leverages the strengths of transformer models in identifying the long-term…

Cryptography and Security · Computer Science 2023-11-28 Liam Daly Manocchio , Siamak Layeghy , Wai Weng Lo , Gayan K. Kulatilleke , Mohanad Sarhan , Marius Portmann

With rapidly increasing deployment of surveillance cameras, the reliable methods for automatically analyzing the surveillance video and recognizing special events are demanded by different practical applications. This paper proposes a novel…

Computer Vision and Pattern Recognition · Computer Science 2018-10-29 Michael Ying Yang , Wentong Liao , Chun Yang , Yanpeng Cao , Bodo Rosenhahn

In the context of preventing and fighting crime, the analysis of mobile phone traffic, among actors of a criminal network, is helpful in order to reconstruct illegal activities on the base of the relationships connecting those specific…

Social and Information Networks · Computer Science 2013-06-06 Salvatore Catanese , Emilio Ferrara , Giacomo Fiumara

Recent years have witnessed the availability of richer and richer datasets in a variety of domains, where signals often have a multi-modal nature, blending temporal, relational and semantic information. Within this context, several works…

Social and Information Networks · Computer Science 2023-03-21 Haaroon Yousaf , Naomi A. Arnold , Renaud Lambiotte , Timothy LaRock , Richard G. Clegg , Peijie Zhong , Alhamza Alnaimi , Ben Steer

The Internet of Things is in constant growth, with millions of devices used every day in our homes and workplaces to ease our lives. Such a strict coexistence between humans and smart devices makes the latter digital witnesses of our…

Networking and Internet Architecture · Computer Science 2023-02-15 Fabio Palmese , Alessandro E. C. Redondi , Matteo Cesana

Complex networks are nowadays employed in several applications. Modeling urban street networks is one of them, and in particular to analyze criminal aspects of a city. Several research groups have focused on such application, but until now,…

In recent years, image forensics has attracted more and more attention, and many forensic methods have been proposed for identifying image processing operations. Up to now, most existing methods are based on hand crafted features, and just…

Multimedia · Computer Science 2020-09-01 Bolin Chen , Haodong Li , Weiqi Luo

The main goal of this research project is to evaluate the effectiveness and speed of open-source forensic tools for digital evidence collecting from various Internet-of-Things (IoT) devices. The project will create and configure many IoT…

Cryptography and Security · Computer Science 2024-07-02 Jeffrey Fairbanks , Md Mashrur Arifin , Sadia Afreen , Alex Curtis

The reliability of cyber forensic evidence acquisition is strongly influenced by the underlying operating systems, Windows, macOS, and Linux - due to inherent variations in file system structures, encryption protocols, and forensic tool…

Cryptography and Security · Computer Science 2026-02-03 Vinayak Jain , Sneha Sudhakaran , Saranyan Senthivel

Graph Neural Networks (GNNs) have become an effective tool for malware detection by capturing program execution through graph-structured representations. However, important challenges remain regarding scalability, interpretability, and the…

Cryptography and Security · Computer Science 2025-11-27 Hossein Shokouhinejad , Griffin Higgins , Roozbeh Razavi-Far , Ali A. Ghorbani

Given the increased growing of Internet of Things networks and their presence in critical aspects of human activities, the security of devices connected to these networks becomes critical. Machine Learning approaches are becoming prominent…

Cryptography and Security · Computer Science 2022-03-02 Jhon Alexánder Parra , Sergio Armando Gutiérrez , John Willian Branch

Data collected in criminal investigations may suffer from: (i) incompleteness, due to the covert nature of criminal organisations; (ii) incorrectness, caused by either unintentional data collection errors and intentional deception by…

Social and Information Networks · Computer Science 2021-08-12 Annamaria Ficara , Lucia Cavallaro , Francesco Curreri , Giacomo Fiumara , Pasquale De Meo , Ovidiu Bagdasar , Wei Song , Antonio Liotta

The orchestrated manipulation of public opinion, particularly through manipulated images, often spread via online social networks (OSN), has become a serious threat to society. In this paper we introduce the Digital Forensics Net (DF-Net),…

Computer Vision and Pattern Recognition · Computer Science 2025-03-31 David Fischinger , Martin Boyer

The proliferation of sophisticated image editing tools and generative artificial intelligence models has made verifying the authenticity of digital images increasingly challenging, with important implications for journalism, forensic…

Computer Vision and Pattern Recognition · Computer Science 2026-05-14 Kaixiang Zhao , Tianrun Yu , Aoxu Zhang , Junhao Su , Porter Jenkins , Amanda Hughes

The purpose behind this article is to describe the features of Ftklipse, an extendable platform for computer forensics. This document designed to provide a detailed specification for the developers of Ftklipse. Ftklipse is a thick-client…

Cryptography and Security · Computer Science 2009-07-27 Marc-André Laverdière , Serguei A. Mokhov , Suhasini Tsapa , Djamel Benredjem

With the raise in practice of Internet, in social, personal, commercial and other aspects of life, the cybercrime is as well escalating at an alarming rate. Such usage of Internet in diversified areas also augmented the illegal activities,…

Cryptography and Security · Computer Science 2013-11-15 Sukhdilpreet Kaur , Amandeep Verma

In the prevailing convergence of traditional infrastructure-based deployment (i.e., Telco and industry operational networks) towards evolving deployments enabled by 5G and virtualization, there is a keen interest in elaborating effective…

Cryptography and Security · Computer Science 2023-08-21 Li Yang , Abdallah Moubayed , Abdallah Shami , Amine Boukhtouta , Parisa Heidari , Stere Preda , Richard Brunner , Daniel Migault , Adel Larabi

Data representation plays a critical role in the performance of novelty detection (or ``anomaly detection'') methods in machine learning. The data representation of network traffic often determines the effectiveness of these models as much…

Networking and Internet Architecture · Computer Science 2021-06-11 Kun Yang , Samory Kpotufe , Nick Feamster

In digital forensics, file fragment classification is an important step toward completing file carving process. There exist several techniques to identify the type of file fragments without relying on meta-data, such as using features like…

Cryptography and Security · Computer Science 2025-04-15 Mustafa Ghaleb , Kunwar Saaim , Muhamad Felemban , Saleh Al-Saleh , Ahmad Al-Mulhem