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Deep neural networks for 3D point cloud classification, such as PointNet, have been demonstrated to be vulnerable to adversarial attacks. Current adversarial defenders often learn to denoise the (attacked) point clouds by reconstruction,…

Computer Vision and Pattern Recognition · Computer Science 2022-03-30 Kaidong Li , Ziming Zhang , Cuncong Zhong , Guanghui Wang

Cybersecurity data remains fragmented across vendors, formats, schemas, and deployment environments, forcing AI and analytics programs to spend disproportionate effort on ingestion, normalization, and brittle source-specific engineering.…

Cryptography and Security · Computer Science 2026-04-07 Abdul Rahman

Cryptographic operations are an essential component of cloud security architectures; their comprehensive performance characterization across different cloud services, hardware architectures, and programming language implementations remains…

Cryptography and Security · Computer Science 2026-05-26 Jeremiah L. Webb , Laxima Niure Kandel , Deepti Gupta , Lavanya Elluri

Gradient-based adversarial attacks are widely used to evaluate the robustness of 3D point cloud classifiers, yet they often rely on uniform update rules that neglect point-wise heterogeneity, leading to perceptible perturbations. We propose…

Computer Vision and Pattern Recognition · Computer Science 2026-03-20 Jun Chen , Xinke Li , Mingyue Xu , Chongshou Li , Truiani Li

The growing system complexity from microservice architectures and the bilateral enhancement of artificial intelligence (AI) for both attackers and defenders presents increasing security challenges for cloud-native operations. In particular,…

Cryptography and Security · Computer Science 2024-03-05 Yikuan Yan , Keman Huang , Michael Siegel

With the increasing use of multi-cloud environments, security professionals face challenges in configuration, management, and integration due to uneven security capabilities and features among providers. As a result, a fragmented approach…

Cryptography and Security · Computer Science 2023-07-10 Morgan Reece , Theodore Edward Lander , Matthew Stoffolano , Andy Sampson , Josiah Dykstra , Sudip Mittal , Nidhi Rastogi

Point cloud architecture design has become a crucial problem for 3D deep learning. Several efforts exist to manually design architectures with high accuracy in point cloud tasks such as classification, segmentation, and detection. Recent…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Guohao Li , Mengmeng Xu , Silvio Giancola , Ali Thabet , Bernard Ghanem

As AI applications for mobile devices become more prevalent, there is an increasing need for faster execution and lower energy consumption for deep learning model inference. Historically, the models run on mobile devices have been smaller…

Machine Learning · Computer Science 2023-06-27 Mateen Ulhaq

The rapid expansion of the industrial Internet of things (IIoT) has introduced new challenges in securing critical infrastructures against sophisticated cyberthreats. This study presents the development and evaluation of an advanced…

Cryptography and Security · Computer Science 2025-03-25 Afrah Gueriani , Hamza Kheddar , Ahmed Cherif Mazari

In 5G networks, the Cloud Radio Access Network (C-RAN) is considered a promising future architecture in terms of minimizing energy consumption and allocating resources efficiently by providing real-time cloud infrastructures, cooperative…

Networking and Internet Architecture · Computer Science 2020-04-15 Marouane Hachimi , Georges Kaddoum , Ghyslain Gagnon , Poulmanogo Illy

Trusted Execution Environments (TEEs) have become a cornerstone of confidential computing, attracting significant attention from academia and industry. To support secure and scalable application deployment on confidential clouds, TEE…

Cryptography and Security · Computer Science 2026-04-21 Weijie Liu , Hongbo Chen , Shuo Huai , Zhen Xu , Wenhao Wang , XiaoFeng Wang , Danfeng Zhang , Zhi Li , Haixu Tang , Zheli Liu

Quantum circuit cutting enables near-term quantum devices to execute workloads exceeding their qubit capacity by decomposing circuits into independently runnable fragments. While this extends computational reach, it creates a previously…

Quantum Physics · Physics 2026-04-14 Samuel Punch , Krishnendu Guha , Utz Roedig

Last-level cache side-channel attacks have been mostly demonstrated in highly-controlled, quiescent local environments. Hence, it is unclear whether such attacks are feasible in a production cloud environment. In the cloud, side channels…

Cryptography and Security · Computer Science 2024-05-22 Zirui Neil Zhao , Adam Morrison , Christopher W. Fletcher , Josep Torrellas

3D point cloud classification is a fundamental task in safety-critical applications such as autonomous driving, robotics, and augmented reality. However, recent studies reveal that point cloud classifiers are vulnerable to structured…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Liang Zhou , Qiming Wang , Tianze Chen

Rule-based cloud security posture management (CSPM) solutions are known to produce a lot of false positives based on the limited contextual understanding and dependence on static heuristics testing. This paper introduces a validation-driven…

Cryptography and Security · Computer Science 2025-08-19 Dikshant , Verma

Deploying large language models (LLMs) as autonomous browser agents exposes a significant attack surface in the form of Indirect Prompt Injection (IPI). Cloud-based defenses can provide strong semantic analysis, but they introduce latency…

Cryptography and Security · Computer Science 2026-03-26 Qianlong Lan , Anuj Kaul

Point clouds are an increasingly ubiquitous input modality and the raw signal can be efficiently processed with recent progress in deep learning. This signal may, often inadvertently, capture sensitive information that can leak semantic and…

Computer Vision and Pattern Recognition · Computer Science 2022-03-24 Ayush Chopra , Abhinav Java , Abhishek Singh , Vivek Sharma , Ramesh Raskar

Multimodal RAG systems increasingly rely on vision-language retrievers to ground visual queries in external textual evidence. Existing adversarial studies on RAG mainly manipulate the retrieval corpus or memory, while attacks on…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Jiaju Han , Chao Li , Chengyin Hu , Qike Zhang , Xuemeng Sun , Xin Wang , Fengyu Zhang , Xiang Chen , Yiwei Wei , Jiahuan Long , Jiujiang Guo

This paper explores the critical issue of enhancing cybersecurity measures for low-cost, Wi-Fi-based Unmanned Aerial Vehicles (UAVs) against Distributed Denial of Service (DDoS) attacks. In the current work, we have explored three variants…

Cryptography and Security · Computer Science 2024-07-01 Ashish Sharma , SVSLN Surya Suhas Vaddhiparthy , Sai Usha Goparaju , Deepak Gangadharan , Harikumar Kandath

Distributed Denial of Service attacks have become a significant threat to industries and governments leading to substantial financial losses. With the growing reliance on internet services, DDoS attacks can disrupt services by overwhelming…

Machine Learning · Computer Science 2025-01-27 Debashis Kar Suvra