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Advanced AI systems offer substantial benefits but also introduce risks. In 2025, AI-enabled cyber offense has emerged as a concrete example. This technical report applies a quantitative risk modeling methodology (described in full in a…

In this paper we present a study on using novel data types to perform cyber risk quantification by estimating the likelihood of a data breach. We demonstrate that it is feasible to build a highly accurate cyber risk assessment model using…

Cryptography and Security · Computer Science 2025-06-10 Armin Sarabi , Manish Karir , Mingyan Liu

Online conversations have become more prevalent on public discussion platforms (e.g. Reddit). With growing controversial topics, it is desirable to summarize not only diverse arguments, but also their rationale and justification. Early…

Computation and Language · Computer Science 2025-11-24 An Quang Tang , Xiuzhen Zhang , Minh Ngoc Dinh , Zhuang Li

Text summarization is crucial for mitigating information overload across domains like journalism, medicine, and business. This research evaluates summarization performance across 17 large language models (OpenAI, Google, Anthropic,…

Computation and Language · Computer Science 2025-04-08 Anantharaman Janakiraman , Behnaz Ghoraani

Cyber-defense systems are being developed to automatically ingest Cyber Threat Intelligence (CTI) that contains semi-structured data and/or text to populate knowledge graphs. A potential risk is that fake CTI can be generated and spread…

Cryptography and Security · Computer Science 2021-06-22 Priyanka Ranade , Aritran Piplai , Sudip Mittal , Anupam Joshi , Tim Finin

The high annotation costs and diverse demands of various summarization tasks motivate the development of few-shot summarization. However, despite the emergence of many summarization tasks and datasets, the current training paradigm for…

Computation and Language · Computer Science 2023-05-30 Yulong Chen , Yang Liu , Ruochen Xu , Ziyi Yang , Chenguang Zhu , Michael Zeng , Yue Zhang

Cyber-phishing attacks recently became more precise, targeted, and tailored by training data to activate only in the presence of specific information or cues. They are adaptable to a much greater extent than traditional phishing detection.…

Cryptography and Security · Computer Science 2022-03-28 Amir Kashapov , Tingmin Wu , Alsharif Abuadbba , Carsten Rudolph

Controllable summarization allows users to generate customized summaries with specified attributes. However, due to the lack of designated annotations of controlled summaries, existing works have to craft pseudo datasets by adapting generic…

Computation and Language · Computer Science 2023-06-08 Yusen Zhang , Yang Liu , Ziyi Yang , Yuwei Fang , Yulong Chen , Dragomir Radev , Chenguang Zhu , Michael Zeng , Rui Zhang

We review the current status and research challenges in the area of cyber security often called continuous monitoring and risk scoring (CMRS). We focus on two most salient aspects of CMRS. First, continuous collection of data through…

Cryptography and Security · Computer Science 2015-12-29 Alexander Kott , Curtis Arnold

Current approaches to automatic summarization of scientific papers generate informative summaries in the form of abstracts. However, abstracts are not intended to show the relationship between a paper and the references cited in it. We…

Computation and Language · Computer Science 2023-11-14 Shahbaz Syed , Ahmad Dawar Hakimi , Khalid Al-Khatib , Martin Potthast

As the number of recorded meetings increases, it becomes increasingly important to utilize summarization technology to create useful summaries of these recordings. However, there is a crucial lack of annotated meeting corpora for developing…

Computation and Language · Computer Science 2023-05-30 Yebowen Hu , Tim Ganter , Hanieh Deilamsalehy , Franck Dernoncourt , Hassan Foroosh , Fei Liu

Insider threats are one of today's most challenging cybersecurity issues that are not well addressed by commonly employed security solutions. Despite several scientific works published in this domain, we argue that the field can benefit…

Cryptography and Security · Computer Science 2019-04-16 Ivan Homoliak , Flavio Toffalini , Juan Guarnizo , Yuval Elovici , Martín Ochoa

We report on the status of our Cybersecurity Assessment Tools (CATS) project that is creating and validating a concept inventory for cybersecurity, which assesses the quality of instruction of any first course in cybersecurity. In fall…

To be prepared against cyberattacks, most organizations resort to security information and event management systems to monitor their infrastructures. These systems depend on the timeliness and relevance of the latest updates, patches and…

Machine Learning · Computer Science 2019-04-03 Nuno Dionísio , Fernando Alves , Pedro M. Ferreira , Alysson Bessani

The knowledge on attacks contained in Cyber Threat Intelligence (CTI) reports is very important to effectively identify and quickly respond to cyber threats. However, this knowledge is often embedded in large amounts of text, and therefore…

Cryptography and Security · Computer Science 2021-04-20 Kiavash Satvat , Rigel Gjomemo , V. N. Venkatakrishnan

Researchers are exploring the integration of IoT and the cloud continuum, together with AI to enhance the cost-effectiveness and efficiency of critical infrastructure (CI) systems. This integration, however, increases susceptibility of CI…

Cryptography and Security · Computer Science 2024-05-24 Lav Gupta , Guoxing Yao

Previous work for text summarization in scientific domain mainly focused on the content of the input document, but seldom considering its citation network. However, scientific papers are full of uncommon domain-specific terms, making it…

Computation and Language · Computer Science 2021-04-08 Chenxin An , Ming Zhong , Yiran Chen , Danqing Wang , Xipeng Qiu , Xuanjing Huang

Modern industrial systems face a growing threat from sophisticated cyberattacks that can cause significant operational disruptions. This work presents a novel methodology for identification of the most critical cyberattacks that may disrupt…

Systems and Control · Electrical Eng. & Systems 2024-05-31 Bruno Paes Leao , Jagannadh Vempati , Siddharth Bhela , Tobias Ahlgrim , Daniel Arnold

Cyber threats affect all kinds of organisations. Risk analysis is an essential methodology for cybersecurity as it allows organisations to deal with the cyber threats potentially affecting them, prioritise the defence of their assets and…

Cryptography and Security · Computer Science 2019-03-20 David Rios Insua , Aitor Couce Vieira , Jose Antonio Rubio , Wolter Pieters , Katsiaryna Labunets , Daniel Garcia Rasines

In today's rapidly evolving digital landscape, organisations face escalating cyber threats that can disrupt operations, compromise sensitive data, and inflict financial and reputational harm. A key reason for this lies in the organisations'…

Cryptography and Security · Computer Science 2025-04-08 Lasini Liyanage , Nalin Arachchilage , Giovanni Russello