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In the rapidly evolving field of cybersecurity, ensuring the reproducibility of AI-driven research is critical to maintaining the reliability and integrity of security systems. This paper addresses the reproducibility crisis within the…

Machine Learning · Computer Science 2024-12-17 Richard H. Moulton , Gary A. McCully , John D. Hastings

The increasing sophistication of modern cyber threats, particularly file-less malware relying on living-off-the-land techniques, poses significant challenges to traditional detection mechanisms. Memory forensics has emerged as a crucial…

Cryptography and Security · Computer Science 2026-02-23 Arslan Tariq Syed , Mohamed Chahine Ghanem , Elhadj Benkhelifa , Fauzia Idrees Abro

Binary code similarity detection is a core task in reverse engineering. It supports malware analysis and vulnerability discovery by identifying semantically similar code in different contexts. Modern methods have progressed from manually…

Artificial Intelligence · Computer Science 2025-09-30 Charles E. Gagnon , Steven H. H. Ding , Philippe Charland , Benjamin C. M. Fung

Recent advances in off-policy deep reinforcement learning (RL) have led to impressive success in complex tasks from visual observations. Experience replay improves sample-efficiency by reusing experiences from the past, and convolutional…

Machine Learning · Computer Science 2021-10-29 Lili Chen , Kimin Lee , Aravind Srinivas , Pieter Abbeel

Large-scale vision models have become integral in many applications due to their unprecedented performance and versatility across downstream tasks. However, the robustness of these foundation models has primarily been explored for a single…

Computer Vision and Pattern Recognition · Computer Science 2024-07-19 Antoni Kowalczuk , Jan Dubiński , Atiyeh Ashari Ghomi , Yi Sui , George Stein , Jiapeng Wu , Jesse C. Cresswell , Franziska Boenisch , Adam Dziedzic

Modern software systems are developed in diverse programming languages and often harbor critical vulnerabilities that attackers can exploit to compromise security. These vulnerabilities have been actively targeted in real-world attacks,…

Cryptography and Security · Computer Science 2025-03-27 Zhuoyun Qian , Fangtian Zhong , Qin Hu , Yili Jiang , Jiaqi Huang , Mengfei Ren , Jiguo Yu

With the rapid advancement of information technology, the complexity of applications continues to increase, and the cybersecurity challenges we face are also escalating. This paper aims to investigate the methods and practices of system…

Cryptography and Security · Computer Science 2026-02-02 Chunyi Zhang , Jin Zeng , Xiaoqi Li

Backdoor attacks pose a persistent security risk to deep neural networks (DNNs) due to their stealth and durability. While recent research has explored leveraging model unlearning mechanisms to enhance backdoor concealment, existing attack…

Cryptography and Security · Computer Science 2025-10-16 Baogang Song , Dongdong Zhao , Jianwen Xiang , Qiben Xu , Zizhuo Yu

A Proof of Secure Erasure (PoSE) is a communication protocol where a verifier seeks evidence that a prover has erased its memory within the time frame of the protocol execution. Designers of PoSE protocols have long been aware that, if a…

Cryptography and Security · Computer Science 2024-01-15 Sergiu Bursuc , Reynaldo Gil-Pons , Sjouke Mauw , Rolando Trujillo-Rasua

The increasing complexity and scale of modern digital environments have exposed significant gaps in traditional cybersecurity penetration testing methods, which are often time-consuming, labor-intensive, and unable to rapidly adapt to…

Cryptography and Security · Computer Science 2024-09-09 Ibrahim Alshehri , Adnan Alshehri , Abdulrahman Almalki , Majed Bamardouf , Alaqsa Akbar

Real-world Super-Resolution (SR) has been traditionally tackled by first learning a specific degradation model that resembles the noise and corruption artifacts in low-resolution imagery. Thus, current methods lack generalization and lose…

Image and Video Processing · Electrical Eng. & Systems 2021-08-27 Angela Castillo , María Escobar , Juan C. Pérez , Andrés Romero , Radu Timofte , Luc Van Gool , Pablo Arbeláez

Ransomware is a malicious class of software that utilises encryption to implement an attack on system availability. The target's data remains encrypted and is held captive by the attacker until a ransom demand is met. A common approach used…

Cryptography and Security · Computer Science 2022-10-25 Simon R Davies , Richard Macfarlane , William J. Buchanan

Anti-forensics seeks to eliminate or conceal traces of tampering artifacts. Typically, anti-forensic methods are designed to deceive binary detectors and persuade them to misjudge the authenticity of an image. However, to the best of our…

Computer Vision and Pattern Recognition · Computer Science 2023-10-17 Long Zhuo , Shenghai Luo , Shunquan Tan , Han Chen , Bin Li , Jiwu Huang

Recent technological advancements have proliferated the use of small embedded devices for collecting, processing, and transferring the security-critical information. The Internet of Things (IoT) has enabled remote access and control of…

Cryptography and Security · Computer Science 2021-01-19 Avani Dave , Nilanjan Banerjee , Chintan Patel

Augmented Reality (AR) and Multimodal Large Language Models (LLMs) are rapidly evolving, providing unprecedented capabilities for human-computer interaction. However, their integration introduces a new attack surface for social engineering.…

Cryptography and Security · Computer Science 2025-04-21 Ting Bi , Chenghang Ye , Zheyu Yang , Ziyi Zhou , Cui Tang , Jun Zhang , Zui Tao , Kailong Wang , Liting Zhou , Yang Yang , Tianlong Yu

Physical attacks are serious threats to cryptosystems deployed in the real world. In this work, we propose a microarchitectural end-to-end attack methodology on generic lattice-based post-quantum key encapsulation mechanisms to recover the…

Cryptography and Security · Computer Science 2023-11-15 Puja Mondal , Suparna Kundu , Sarani Bhattacharya , Angshuman Karmakar , Ingrid Verbauwhede

Recent changes to greenhouse gas emission policies are catalyzing the electric vehicle (EV) market making it readily accessible to consumers. While there are challenges that arise with dense deployment of EVs, one of the major future…

Applications · Statistics 2018-06-08 Syed Rahman , Haneen Aburub , Yemeserach Mekonnen , Arif I. Sarwat

Despite significant progress in designing powerful adversarial evasion attacks for robustness verification, the evaluation of these methods often remains inconsistent and unreliable. Many assessments rely on mismatched models, unverified…

Cryptography and Security · Computer Science 2025-07-08 Antonio Emanuele Cinà , Maura Pintor , Luca Demetrio , Ambra Demontis , Battista Biggio , Fabio Roli

Adversarial transferability remains a critical challenge in evaluating the robustness of deep neural networks. In security-critical applications, transferability enables black-box attacks without access to model internals, making it a key…

Computer Vision and Pattern Recognition · Computer Science 2025-09-12 Amira Guesmi , Bassem Ouni , Muhammad Shafique

In this paper we study a cybersecurity problem of protecting system's secrets with multiple protections and a required security level, while minimizing the associated cost due to implementation/maintenance of these protections as well as…

Systems and Control · Electrical Eng. & Systems 2021-02-17 Shoma Matsui , Kai Cai