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More and more companies' Intellectual Property (IP) is being integrated into Neural Network (NN) models. This IP has considerable value for companies and, therefore, requires adequate protection. For example, an attacker might replicate a…

Cryptography and Security · Computer Science 2026-03-12 Daniel Dorfmeister , Flavio Ferrarotti , Bernhard Fischer , Martin Schwandtner , Hannes Sochor

Advances in technology have enabled tremendous progress in the development of a highly connected ecosystem of ubiquitous computing devices collectively called the Internet of Things (IoT). Ensuring the security of IoT devices is a high…

Cryptography and Security · Computer Science 2019-09-18 Vishalini R. Laguduva , Sheikh Ariful Islam , Sathyanarayanan Aakur , Srinivas Katkoori , Robert Karam

Cloning spare parts and entities of mass products is an old and serious unsolved problem for the automotive industry. The economic losses in addition to a loss of know-how and IP theft as well as security and safety threats are huge in all…

Cryptography and Security · Computer Science 2019-01-21 Wael Adi , Ayoub Mars

The development of new anti-counterfeiting solutions is a constant challenge and involves several research fields. Much interest is devoted to systems that are impossible to clone, based on the Physical Unclonable Function (PUF) paradigm.…

Nowadays, digital content is widespread and simply redistributable, either lawfully or unlawfully. For example, after images are posted on the internet, other web users can modify them and then repost their versions, thereby generating…

Computer Vision and Pattern Recognition · Computer Science 2020-09-08 K. K. Thyagharajan , G. Kalaiarasi

Micron-scale randomness during manufacturing can ensure anti-counterfeiting labels are unclonable. However, this security typically comes at the expense of complex hardware being needed for authentication (e.g., microscopy systems). We…

Applied Physics · Physics 2022-03-28 Vinay Kumar , Stephan Dottermusch , Ngei Katumo , Bryce S. Richards , Ian A. Howard

Code cloning is an important software engineering aspect. It is a common software reuse principle that consists of duplicating source code within a program or across different systems owned or maintained by the same entity. There are…

Software Engineering · Computer Science 2015-04-30 Oualid El Halimi , Trith Patel , Zohaib S. Kiyani , Naresh. Kumar , Ankit Singh

Assessing similarity in source code has gained significant attention in recent years due to its importance in software engineering tasks such as clone detection and code search and recommendation. This work presents a comparative analysis…

Software Engineering · Computer Science 2024-08-13 Jorge Martinez-Gil

The application of code clone technology accelerates code search, improves code reuse efficiency, and assists in software quality assessment and code vulnerability detection. However, the application of code clones also introduces software…

Software Engineering · Computer Science 2022-02-18 Xunhui Zhang , Tao Wang , Yue Yu , Yanzhi Zhang , Yan Zhong , Huaimin Wang

Code clones are pairs of code snippets that implement similar functionality. Clone detection is a fundamental branch of automatic source code comprehension, having many applications in refactoring recommendation, plagiarism detection, and…

Software Engineering · Computer Science 2022-06-20 Maksim Zubkov , Egor Spirin , Egor Bogomolov , Timofey Bryksin

Code cloning is not only assumed to inflate maintenance costs but also considered defect-prone as inconsistent changes to code duplicates can lead to unexpected behavior. Consequently, the identification of duplicated code, clone detection,…

Software Engineering · Computer Science 2017-11-15 Elmar Juergens , Florian Deissenboeck , Benjamin Hummel , Stefan Wagner

Imitation learning can reproduce policies by observing experts, which poses a problem regarding policy privacy. Policies, such as human, or policies on deployed robots, can all be cloned without consent from the owners. How can we protect…

Machine Learning · Computer Science 2020-08-04 Albert Zhan , Stas Tiomkin , Pieter Abbeel

Software systems are getting more complex as the system grows where maintaining such system is a primary concern for the industry. Code clone is one of the factors making software maintenance more difficult. It is a process of replicating…

Software Engineering · Computer Science 2012-05-28 Md. Monzur Morshed , Md. Arifur Rahman , Salah Uddin Ahmed

Machine learning algorithms are typically run on large scale, distributed compute infrastructure that routinely face a number of unavailabilities such as failures and temporary slowdowns. Adding redundant computations using coding-theoretic…

Machine Learning · Computer Science 2018-06-05 Jack Kosaian , K. V. Rashmi , Shivaram Venkataraman

Generative models are gaining significant attention as potential catalysts for a novel industrial revolution. Since automated sample generation can be useful to solve privacy and data scarcity issues that usually affect learned biometric…

Computer Vision and Pattern Recognition · Computer Science 2024-06-24 Saverio Cavasin , Daniele Mari , Simone Milani , Mauro Conti

The rapidly expanding nature of the Internet of Things (IoT) networks is beginning to attract interest across a range of applications, including smart homes, smart transportation, smart health, and industrial contexts. This cutting-edge…

Cryptography and Security · Computer Science 2021-07-01 Khizar Hameed , Saurabh Garg , Muhammad Bilal Amin , Byeong Kang , Abid Khan

This paper explores the potential of synthetic physical Copy Detection Patterns (CDP) to improve the robustness of anti-counterfeiting systems. By leveraging synthetic physical CDP, we aim at enhancing security and cost-effectiveness across…

Cryptography and Security · Computer Science 2024-10-04 Roman Chaban , Brian Pulfer , Slava Voloshynovskiy

An essential part of research and scientific communication is researchers' ability to reproduce the results of others. While there have been increasing standards for authors to make data and code available, many of these files are hard to…

Digital Libraries · Computer Science 2021-09-23 Layan Bahaidarah , Ethan Hung , Andreas F. De Melo Oliveira , Jyotsna Penumaka , Lukas Rosario , Ana Trisovic

Unclonable cryptography leverages the quantum no-cloning principle to copy-protect cryptographic functionalities. While most existing works address the basic single-copy security, the stronger notion of multi-copy security remains largely…

Quantum Physics · Physics 2025-10-15 Alper Çakan , Vipul Goyal , Fuyuki Kitagawa , Ryo Nishimaki , Takashi Yamakawa

The rise of the industrial metaverse has brought digital twins (DTs) to the forefront. Blockchain-powered non-fungible tokens (NFTs) offer a decentralized approach to creating and owning these cloneable DTs. However, the potential for…

Cryptography and Security · Computer Science 2024-12-23 Ravi Prakash , Tony Thomas