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Multimodal Large Language Models have demonstrated remarkable capabilities in video understanding, yet face prohibitive computational costs and performance degradation from ''context rot'' due to massive visual token redundancy. Existing…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Shida Wang , YongXiang Hua , Zhou Tao , Haoyu Cao , Linli Xu

Vision-language pre-training models (VLPs) demonstrate strong multimodal understanding and zero-shot generalization, yet remain vulnerable to adversarial examples, raising concerns about their reliability. Recent work, Test-Time…

计算机视觉与模式识别 · 计算机科学 2025-11-13 Chengze Jiang , Minjing Dong , Xinli Shi , Jie Gui

Enterprise deployments of vector databases require access control policies to protect sensitive data. These systems often implement access control through hybrid vector queries that combine nearest-neighbor search with relational predicates…

数据库 · 计算机科学 2026-01-08 Hongbin Zhong , Matthew Lentz , Nina Narodytska , Adriana Szekeres , Kexin Rong

Many cybersecurity attacks rely on analyzing a binary executable to find exploitable sections of code. Code obfuscation is used to prevent attackers from reverse engineering these executables. In this work, we focus on control flow…

密码学与安全 · 计算机科学 2019-08-28 Novak Boskov , Mihailo Isakov , Michel A. Kinsy

Caches are used to reduce the speed differential between the CPU and memory to improve the performance of modern processors. However, attackers can use contention-based cache timing attacks to steal sensitive information from victim…

密码学与安全 · 计算机科学 2024-06-13 Quancheng Wang , Xige Zhang , Han Wang , Yuzhe Gu , Ming Tang

Safety is a primary concern when applying reinforcement learning to real-world control tasks, especially in the presence of external disturbances. However, existing safe reinforcement learning algorithms rarely account for external…

机器学习 · 计算机科学 2023-10-12 Zeyang Li , Chuxiong Hu , Shengbo Eben Li , Jia Cheng , Yunan Wang

The increasing use of machine learning in safety-critical domains amplifies the risk of adversarial threats, especially data poisoning attacks that corrupt training data to degrade performance or induce unsafe behavior. Most existing…

机器学习 · 计算机科学 2026-05-13 Sara Taheri , Mahalakshmi Sabanayagam , Debarghya Ghoshdastidar , Majid Zamani

Speaker recognition (SR) is widely used in our daily life as a biometric authentication or identification mechanism. The popularity of SR brings in serious security concerns, as demonstrated by recent adversarial attacks. However, the…

音频与语音处理 · 电气工程与系统科学 2020-04-27 Guangke Chen , Sen Chen , Lingling Fan , Xiaoning Du , Zhe Zhao , Fu Song , Yang Liu

Regular Expression Denial of Service (ReDoS) is a vulnerability class that has become prominent in recent years. Attackers can weaponize such weaknesses as part of asymmetric cyberattacks that exploit the slow worst-case matching time of…

密码学与安全 · 计算机科学 2025-08-27 Masudul Hasan Masud Bhuiyan , Berk Çakar , Ethan H. Burmane , James C. Davis , Cristian-Alexandru Staicu

In this paper, we take a deep dive into microarchitectural security from a hardware designer's perspective by reviewing the existing approaches to detect hardware vulnerabilities during the design phase. We show that a protection gap…

Deep neural networks have empowered accurate device-free human activity recognition, which has wide applications. Deep models can extract robust features from various sensors and generalize well even in challenging situations such as…

密码学与安全 · 计算机科学 2022-12-05 Jianfei Yang , Han Zou , Lihua Xie

Recent years have witnessed a trend of secure processor design in both academia and industry. Secure processors with hardware-enforced isolation can be a solid foundation of cloud computation in the future. However, due to recent…

密码学与安全 · 计算机科学 2022-01-07 Deniz Gurevin , Chenglu Jin , Phuong Ha Nguyen , Omer Khan , Marten van Dijk

This paper presents SHARP (Supercomputing for High-speed Avoidance and Reactive Planning), a proof-of-concept study demonstrating how high-performance computing (HPC) can enable millisecond-scale responsiveness in robotic control. While…

This paper presents an open-source kernel-level heterogeneous memory characterization framework (MemScope) for embedded systems. MemScope enables precise characterization of the temporal behavior of available memory modules under…

硬件体系结构 · 计算机科学 2025-07-08 Golsana Ghaemi , Gabriel Franco , Kazem Taram , Renato Mancuso

In real-time embedded systems (RTS), failures due to security breaches can cause serious damage to the system, the environment and/or injury to humans. Therefore, it is very important to understand the potential threats and attacks against…

密码学与安全 · 计算机科学 2017-05-09 Chien-Ying Chen , AmirEmad Ghassami , Sibin Mohan , Negar Kiyavash , Rakesh B. Bobba , Rodolfo Pellizzoni , Man-Ki Yoon

Dynamic symbolic execution (DSE) provides a precise means to analyze programs and it can be used to generate test cases and to detect a variety of bugs including memory vulnerabilities. However, the path explosion problem may prevent a…

软件工程 · 计算机科学 2024-08-16 Tuba Yavuz

Intel SGX is known to be vulnerable to a class of practical attacks exploiting memory access pattern side-channels, notably page-fault attacks and cache timing attacks. A promising hardening scheme is to wrap applications in hardware…

密码学与安全 · 计算机科学 2022-12-29 Yuzhe Tang , Kai Li , Yibo Wang , Jiaqi Chen , Cheng Xu

In cloud computing, network Denial of Service (DoS) attacks are well studied and defenses have been implemented, but severe DoS attacks on a victim's working memory by a single hostile VM are not well understood. Memory DoS attacks are…

分布式、并行与集群计算 · 计算机科学 2017-10-05 Tianwei Zhang , Yinqian Zhang , Ruby B. Lee

This paper presents our research software engineering (RSE) experiences over two years with libNEGF, a quantum transport code. We describe practical approaches to code quality assurance--including continuous integration, automated testing,…

软件工程 · 计算机科学 2026-05-21 Christoph Conrads , Edoardo Di Napoli

Guaranteeing runtime integrity of embedded system software is an open problem. Trade-offs between security and other priorities (e.g., cost or performance) are inherent, and resolving them is both challenging and important. The…

密码学与安全 · 计算机科学 2022-09-05 Ivan De Oliveira Nunes , Sashidhar Jakkamsetti , Youngil Kim , Gene Tsudik