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Nowadays, many tools are used to facilitate forensic tasks about data extraction and data analysis. In particular, some tools leverage Artificial Intelligence (AI) to automatically label examined data into specific categories (\ie, drugs,…

Computer Vision and Pattern Recognition · Computer Science 2024-12-03 Silvia Lucia Sanna , Leonardo Regano , Davide Maiorca , Giorgio Giacinto

Ensuring that an AI system behaves reliably and as intended, especially in the presence of unexpected faults or adversarial conditions, is a complex challenge. Inspired by the field of Byzantine Fault Tolerance (BFT) from distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-30 John deVadoss , Matthias Artzt

Explainable artificial intelligence (XAI) plays an indispensable role in demystifying the decision-making processes of AI, especially within the healthcare industry. Clinicians rely heavily on detailed reasoning when making a diagnosis,…

Computer Vision and Pattern Recognition · Computer Science 2024-03-26 Anna Stubbin , Thompson Chyrikov , Jim Zhao , Christina Chajo

Advances in artificial intelligence (AI) have great potential to help address societal challenges that are both collective in nature and present at national or trans-national scale. Pressing challenges in healthcare, finance, infrastructure…

In the rapidly evolving field of artificial intelligence, the creation and utilization of synthetic datasets have become increasingly significant. This report delves into the multifaceted aspects of synthetic data, particularly emphasizing…

Machine Learning · Computer Science 2024-01-04 Shuang Hao , Wenfeng Han , Tao Jiang , Yiping Li , Haonan Wu , Chunlin Zhong , Zhangjun Zhou , He Tang

Artificial intelligence (AI) in media has advanced rapidly over the last decade. The introduction of Generative Adversarial Networks (GANs) improved the quality of photorealistic image generation. Diffusion models later brought a new era of…

Computer Vision and Pattern Recognition · Computer Science 2025-11-17 Redwan Hussain , Mizanur Rahman , Prithwiraj Bhattacharjee

Agentic Artificial Intelligence (AI) systems, exemplified by OpenAI's DeepResearch, autonomously pursue goals, adapting strategies through implicit learning. Unlike traditional generative AI, which is reactive to user prompts, agentic AI…

Computers and Society · Computer Science 2025-04-08 Anirban Mukherjee , Hannah Hanwen Chang

The deployment of artificial intelligence (AI) applications has accelerated rapidly. AI enabled technologies are facing the public in many ways including infrastructure, consumer products and home applications. Because many of these…

Artificial Intelligence · Computer Science 2024-08-01 Joanna F. DeFranco , Luke Biersmith

The digital transformation is turning archives, both old and new, into data. As a consequence, automation in the form of artificial intelligence techniques is increasingly applied both to scale traditional recordkeeping activities, and to…

Digital Libraries · Computer Science 2021-05-05 Giovanni Colavizza , Tobias Blanke , Charles Jeurgens , Julia Noordegraaf

Digital forensics and cloud forensics are increasingly important fields that face a range of challenges. This study aims to assess the general challenges faced in these fields. A literature review was conducted to identify the major…

Cryptography and Security · Computer Science 2023-05-08 Ahmed MohanRaj Alenezi

The rapid advancement of Generative Artificial Intelligence has fueled deepfake proliferation-synthetic media encompassing fully generated content and subtly edited authentic material-posing challenges to digital security, misinformation…

Cryptography and Security · Computer Science 2025-07-30 Naseem Khan , Tuan Nguyen , Amine Bermak , Issa Khalil

Recent advancements in large language models (LLMs) and AI systems have led to a paradigm shift in the design and optimization of complex AI workflows. By integrating multiple components, compound AI systems have become increasingly adept…

Computation and Language · Computer Science 2025-10-08 Yu-Ang Lee , Guan-Ting Yi , Mei-Yi Liu , Jui-Chao Lu , Guan-Bo Yang , Yun-Nung Chen

The evolution of cybersecurity is undoubtedly associated and intertwined with the development and improvement of artificial intelligence (AI). As a key tool for realizing more cybersecure ecosystems, Intrusion Detection Systems (IDSs) have…

The concept of openness in AI has so far been heavily inspired by the definition and community practice of open source software. This positions openness in AI as having positive connotations; it introduces assumptions of certain advantages,…

Artificial Intelligence · Computer Science 2025-05-13 Tamara Paris , AJung Moon , Jin Guo

From its inception, AI has had a rather ambivalent relationship to humans---swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

Artificial Intelligence · Computer Science 2019-10-17 Subbarao Kambhampati

Having a clear view of events that occurred over time is a difficult objective to achieve in digital investigations (DI). Event reconstruction, which allows investigators to understand the timeline of a crime, is one of the most important…

Computers and Society · Computer Science 2019-03-05 Yoan Chabot , Aurélie Bertaux , Christophe Nicollea , Tahar Kechadi

The rapid growth of research in explainable artificial intelligence (XAI) follows on two substantial developments. First, the enormous application success of modern machine learning methods, especially deep and reinforcement learning, which…

Artificial Intelligence · Computer Science 2020-05-06 S. Atakishiyev , H. Babiker , N. Farruque , R. Goebel1 , M-Y. Kima , M. H. Motallebi , J. Rabelo , T. Syed , O. R. Zaïane

Successful forensic detectors can produce excellent results in supervised learning benchmarks but struggle to transfer to real-world applications. We believe this limitation is largely due to inadequate training data quality. While most…

Computer Vision and Pattern Recognition · Computer Science 2025-04-04 Fabrizio Guillaro , Giada Zingarini , Ben Usman , Avneesh Sud , Davide Cozzolino , Luisa Verdoliva

Artificial Intelligence (AI) is a fast-growing research and development (R&D) discipline which is attracting increasing attention because of its promises to bring vast benefits for consumers and businesses, with considerable benefits…

Artificial Intelligence · Computer Science 2022-05-10 Zhenghua Chen , Min Wu , Alvin Chan , Xiaoli Li , Yew-Soon Ong

According to a recent EUROPOL report, cybercrime is still recurrent in Europe, and different activities and countermeasures must be taken to limit, prevent, detect, analyze, and fight it. Cybercrime must be prevented with specific measures,…

Cryptography and Security · Computer Science 2025-10-17 Silvia Lucia Sanna , Leonardo Regano , Davide Maiorca , Giorgio Giacinto