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This paper proposes a novel federated learning approach for improving IoT network intrusion detection. The rise of IoT has expanded the cyber attack surface, making traditional centralized machine learning methods insufficient due to…

Machine Learning · Computer Science 2025-04-04 Van Tuan Nguyen , Razvan Beuran

We investigate the construction of weakly-secure index codes for a sender to send messages to multiple receivers with side information in the presence of an eavesdropper. We derive a sufficient and necessary condition for the existence of…

Information Theory · Computer Science 2016-11-17 Lawrence Ong , Badri N. Vellambi , Phee Lep Yeoh , Jörg Kliewer , Jinhong Yuan

An infrared and collinear (IRC) safe definition of the partonic flavour of a jet is vital for precision predictions of quantum chromodynamics at colliders. Jet flavour definitions have been presented in the literature, but they are…

High Energy Physics - Phenomenology · Physics 2022-07-26 Simone Caletti , Andrew J. Larkoski , Simone Marzani , Daniel Reichelt

AI-based systems have been used widely across various industries for different decisions ranging from operational decisions to tactical and strategic ones in low- and high-stakes contexts. Gradually the weaknesses and issues of these…

Human-Computer Interaction · Computer Science 2022-01-13 Morteza Saberi

Infrared imagery can help in low-visibility situations such as fog and low-light scenarios, but it is prone to thermal noise and requires further processing and correction. This work studies the effect of different infrared processing…

Computer Vision and Pattern Recognition · Computer Science 2024-07-08 Christophe Karam , Jessy Matias , Xavier Breniere , Jocelyn Chanussot

Security is one of the major issue in wired and wireless network but due to the presence of centralized administration not difficult to find out misbehavior in network other than in Mobile Ad hoc Network due to the absence of centralized…

Networking and Internet Architecture · Computer Science 2013-07-16 Gaurav Soni , Kamlesh Chandravanshi

Convolutional Neural Networks (CNN) has found successful adoption in many applications. The deployment of CNN on resource-constrained edge devices have proved challenging. CNN distributed deployment across different edge devices has been…

Computer Vision and Pattern Recognition · Computer Science 2020-06-17 Hawzhin Mohammed , Tolulope A. Odetola , Syed Rafay Hasan

For many IoT domains, Machine Learning and more particularly Deep Learning brings very efficient solutions to handle complex data and perform challenging and mostly critical tasks. However, the deployment of models in a large variety of…

Cryptography and Security · Computer Science 2021-05-05 Mathieu Dumont , Pierre-Alain Moellic , Raphael Viera , Jean-Max Dutertre , Rémi Bernhard

Instances of Artificial Intelligence (AI) systems failing to deliver consistent, satisfactory performance are legion. We investigate why AI failures occur. We address only a narrow subset of the broader field of AI Safety. We focus on AI…

Computers and Society · Computer Science 2020-08-11 Debarag Narayan Banerjee , Sasanka Sekhar Chanda

We are presenting a simple and numerical stable algorithm for the solution of the cone projection problem which is suitable for relative small data sets and for simulation purposes needed for convexity tests. Not even one pseudo-inverse…

Computation · Statistics 2012-07-12 Demetris T. Christopoulos

Fully-automatic execution is the ultimate goal for many Computer Vision applications. However, this objective is not always realistic in tasks associated with high failure costs, such as medical applications. For these tasks, semi-automatic…

Computer Vision and Pattern Recognition · Computer Science 2020-07-20 Jing Yu Koh , Duc Thanh Nguyen , Quang-Trung Truong , Sai-Kit Yeung , Alexander Binder

Though the multilinear maps have many cryptographic applications, secure and efficient construction of such maps is an open problem. Many multilinear maps like GGH, GGH15, CLT, and CLT15 have been and are being proposed, while none of them…

Cryptography and Security · Computer Science 2021-03-24 Majid Salimi

The efficiency of any metaheuristic algorithm largely depends on the way of balancing local intensive exploitation and global diverse exploration. Studies show that bat algorithm can provide a good balance between these two key components…

Optimization and Control · Mathematics 2014-08-25 Xin-She Yang , Suash Deb , Simon Fong

In this paper, secure, remote estimation of a linear Gaussian process via observations at multiple sensors is considered. Such a framework is relevant to many cyber-physical systems and internet-of-things applications. Sensors make…

Cryptography and Security · Computer Science 2018-08-01 Arpan Chattopadhyay , Urbashi Mitra

In this paper, we propose an algorithm that targets contamination and eavesdropping adversaries. We consider the case when the number of independent packets available to the eavesdropper is less than the multicast capacity of the network.…

Cryptography and Security · Computer Science 2008-05-16 Yejun Zhou , Hui Li , Jianfeng Ma

This paper explores the role and challenges of Artificial Intelligence (AI) algorithms, specifically AI-based software elements, in autonomous driving systems. These AI systems are fundamental in executing real-time critical functions in…

Artificial Intelligence · Computer Science 2024-03-01 Mandar Pitale , Alireza Abbaspour , Devesh Upadhyay

Landing safety is a challenge heavily engaging the research community recently, due to the increasing interest in applications availed by aerial vehicles. In this paper, we propose a landing safety pipeline based on state of the art object…

Robotics · Computer Science 2024-04-09 Tilemahos Mitroudas , Vasiliki Balaska , Athanasios Psomoulis , Antonios Gasteratos

The autonomous flying agents in a Network-centric environment and brings out various security threats and various techniques of Cryptography. Primary Focus is on study and implementation of how cryptographic algorithms can be effectively be…

Cryptography and Security · Computer Science 2019-06-20 Chandra Kanth Nagesh , K N Hemanth Rao , Anjan K Koundinya

Accurate cone localization in 3D space is essential in autonomous racing for precise navigation around the track. Approaches that rely on traditional computer vision algorithms are sensitive to environmental variations, and neural networks…

Computer Vision and Pattern Recognition · Computer Science 2026-02-26 Mariia Baidachna , James Carty , Aidan Ferguson , Joseph Agrane , Varad Kulkarni , Aubrey Agub , Michael Baxendale , Aaron David , Rachel Horton , Elliott Atkinson

We leverage what are typically considered the worst qualities of deep learning algorithms - high computational cost, requirement for large data, no explainability, high dependence on hyper-parameter choice, overfitting, and vulnerability to…

Machine Learning · Computer Science 2020-09-22 Ilia Sucholutsky , Matthias Schonlau