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相关论文: The Role of Machine Learning in Cybersecurity

200 篇论文

While Machine Learning (ML) technologies are widely adopted in many mission critical fields to support intelligent decision-making, concerns remain about system resilience against ML-specific security attacks and privacy breaches as well as…

机器学习 · 计算机科学 2022-02-15 Pulei Xiong , Scott Buffett , Shahrear Iqbal , Philippe Lamontagne , Mohammad Mamun , Heather Molyneaux

Detection of easily missed hidden patterns with fast processing power makes machine learning (ML) indispensable to today's healthcare system. Though many ML applications have already been discovered and many are still under investigation,…

机器学习 · 计算机科学 2023-07-27 Mrinmoy Roy , Sarwar J. Minar , Porarthi Dhar , A T M Omor Faruq

This paper examines the evolving landscape of machine learning (ML) and its profound impact across various sectors, with a special focus on the emerging field of Privacy-preserving Machine Learning (PPML). As ML applications become…

密码学与安全 · 计算机科学 2025-01-30 Chaoyu Zhang , Shaoyu Li

The rapid development of Machine Learning (ML) has demonstrated superior performance in many areas, such as computer vision, video and speech recognition. It has now been increasingly leveraged in software systems to automate the core…

密码学与安全 · 计算机科学 2023-12-19 Huaming Chen , M. Ali Babar

The Machine learning (ML) is a rapidly evolving field of technology that has the potential to greatly impact society in a variety of ways. However, there are also concerns about the potential negative effects of ML on society, such as job…

计算机与社会 · 计算机科学 2024-04-17 Md Kamrul Hossain Siam , Manidipa Bhattacharjee , Shakik Mahmud , Md. Saem Sarkar , Md. Masud Rana

Machine learning based system are increasingly being used for sensitive tasks such as security surveillance, guiding autonomous vehicle, taking investment decisions, detecting and blocking network intrusion and malware etc. However, recent…

人工智能 · 计算机科学 2017-07-12 Atul Kumar , Sameep Mehta

Hardly any other area of research has recently attracted as much attention as machine learning (ML) through the rapid advances in artificial intelligence (AI). This publication provides a short introduction to practical concepts and methods…

综合经济学 · 经济学 2020-12-17 Ali R. Baghirzade

Recent technological and architectural advancements in 5G networks have proven their worth as the deployment has started over the world. Key performance elevating factor from access to core network are softwareization, cloudification and…

密码学与安全 · 计算机科学 2020-07-10 Noman Haider , Muhammad Zeeshan Baig , Muhammad Imran

Cybercrime is a growing threat to organizations and individuals worldwide, with criminals using sophisticated techniques to breach security systems and steal sensitive data. This paper aims to comprehensively survey the latest advancements…

机器学习 · 计算机科学 2023-10-12 Lavanya Elluri , Varun Mandalapu , Piyush Vyas , Nirmalya Roy

In the dynamic landscape of digital forensics, the integration of Artificial Intelligence (AI) and Machine Learning (ML) stands as a transformative technology, poised to amplify the efficiency and precision of digital forensics…

密码学与安全 · 计算机科学 2024-02-13 Dipo Dunsin , Mohamed C. Ghanem , Karim Ouazzane , Vassil Vassilev

The increasing number of cyber threats and rapidly evolving tactics, as well as the high volume of data in recent years, have caused classical machine learning, rules, and signature-based defence strategies to fail, rendering them unable to…

机器学习 · 计算机科学 2025-12-18 Siva Sai , Ishika Goyal , Shubham Sharma , Sri Harshita Manuri , Vinay Chamola , Rajkumar Buyya

In the last few years, quantum computing has experienced a growth spurt. One exciting avenue of quantum computing is quantum machine learning (QML) which can exploit the high dimensional Hilbert space to learn richer representations from…

密码学与安全 · 计算机科学 2022-04-08 Satwik Kundu , Swaroop Ghosh

The arrival of Machine Learning (ML) completely changed how we can unlock valuable information from data. Traditional methods, where everything was stored in one place, had big problems with keeping information private, handling large…

Machine Learning (ML) techniques have been rapidly adopted by smart Cyber-Physical Systems (CPS) and Internet-of-Things (IoT) due to their powerful decision-making capabilities. However, they are vulnerable to various security and…

密码学与安全 · 计算机科学 2021-01-08 Muhammad Shafique , Mahum Naseer , Theocharis Theocharides , Christos Kyrkou , Onur Mutlu , Lois Orosa , Jungwook Choi

The ever-growing big data and emerging artificial intelligence (AI) demand the use of machine learning (ML) and deep learning (DL) methods. Cybersecurity also benefits from ML and DL methods for various types of applications. These methods…

机器学习 · 计算机科学 2019-07-18 Arif Siddiqi

The exponential increase in dependencies between the cyber and physical world leads to an enormous amount of data which must be efficiently processed and stored. Therefore, computing paradigms are evolving towards machine learning…

机器学习 · 计算机科学 2019-04-09 Faiq Khalid , Muhammad Abdullah Hanif , Semeen Rehman , Muhammad Shafique

Nowadays, we are witnessing a wide adoption of Machine learning (ML) models in many safety-critical systems, thanks to recent breakthroughs in deep learning and reinforcement learning. Many people are now interacting with systems based on…

软件工程 · 计算机科学 2018-12-07 Houssem Ben Braiek , Foutse Khomh

The newly emerged machine learning (e.g. deep learning) methods have become a strong driving force to revolutionize a wide range of industries, such as smart healthcare, financial technology, and surveillance systems. Meanwhile, privacy has…

机器学习 · 计算机科学 2020-11-25 Bo Liu , Ming Ding , Sina Shaham , Wenny Rahayu , Farhad Farokhi , Zihuai Lin

Automated machine learning (AutoML) has emerged as a promising paradigm for automating machine learning (ML) pipeline design, broadening AI adoption. Yet its reliability in complex domains such as cybersecurity remains underexplored. This…

密码学与安全 · 计算机科学 2025-09-30 Sherif Saad , Kevin Shi , Mohammed Mamun , Hythem Elmiligi

Stealing attack against controlled information, along with the increasing number of information leakage incidents, has become an emerging cyber security threat in recent years. Due to the booming development and deployment of advanced…

密码学与安全 · 计算机科学 2021-11-16 Yuantian Miao , Chao Chen , Lei Pan , Qing-Long Han , Jun Zhang , Yang Xiang