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We introduce LLMStinger, a novel approach that leverages Large Language Models (LLMs) to automatically generate adversarial suffixes for jailbreak attacks. Unlike traditional methods, which require complex prompt engineering or white-box…

机器学习 · 计算机科学 2026-01-29 Piyush Jha , Arnav Arora , Vijay Ganesh

We present the design, implementation, and evaluation of FineIBT: a CFI enforcement mechanism that improves the precision of hardware-assisted CFI solutions, like Intel IBT, by instrumenting program code to reduce the valid/allowed targets…

密码学与安全 · 计算机科学 2023-09-15 Alexander J. Gaidis , Joao Moreira , Ke Sun , Alyssa Milburn , Vaggelis Atlidakis , Vasileios P. Kemerlis

As the core of the Internet infrastructure, the TCP/IP protocol stack undertakes the task of network data transmission. However, due to the complexity of the protocol and the uncertainty of cross-layer interaction, there are often…

密码学与安全 · 计算机科学 2025-10-29 Yifan Wu , Xuewei Feng , Yuxiang Yang , Ke Xu

High-performance IO demands low-overhead communication between user- and kernel space. This demand can no longer be fulfilled by traditional system calls. Linux's extended Berkeley Packet Filter (BPF) avoids user-/kernel transitions by…

密码学与安全 · 计算机科学 2025-01-09 Luis Gerhorst , Henriette Herzog , Peter Wägemann , Maximilian Ott , Rüdiger Kapitza , Timo Hönig

Much software, whether beneficent or malevolent, is distributed only as binaries, sans source code. Absent source code, understanding binaries' behavior can be quite challenging, especially when compiled under higher levels of compiler…

软件工程 · 计算机科学 2021-09-20 Toufique Ahmed , Premkumar Devanbu , Anand Ashok Sawant

Diffraction drastically limits the bit density in optical data storage. To increase the storage density, alternative strategies involving supplementary recording dimensions and robust read-out schemes must be explored. Here, we propose to…

应用物理 · 物理学 2020-01-28 Peter R. Wiecha , Aurélie Lecestre , Nicolas Mallet , Guilhem Larrieu

Fine-tuning large pre-trained foundation models (FMs) on distributed edge devices presents considerable computational and privacy challenges. Federated fine-tuning (FedFT) mitigates some privacy issues by facilitating collaborative model…

机器学习 · 计算机科学 2024-11-28 Tianqu Kang , Zixin Wang , Hengtao He , Jun Zhang , Shenghui Song , Khaled B. Letaief

Modern user-facing latency-sensitive web services include numerous distributed, intercommunicating microservices that promise to simplify software development and operation. However, multiplexing of compute resources across microservices is…

分布式、并行与集群计算 · 计算机科学 2020-10-21 Haoran Qiu , Subho S. Banerjee , Saurabh Jha , Zbigniew T. Kalbarczyk , Ravishankar K. Iyer

Adversarial input attacks can cause a significant shift of CLIP embeddings. This can affect the downstream robustness of models incorporating CLIP in the pipeline, such as text-to-image generative models or large vision language models.…

Recent studies developed jailbreaking attacks, which construct jailbreaking prompts to fool LLMs into responding to harmful questions. Early-stage jailbreaking attacks require access to model internals or significant human efforts. More…

密码学与安全 · 计算机科学 2025-01-28 Xuan Chen , Yuzhou Nie , Wenbo Guo , Xiangyu Zhang

Quantitative Information Flow (QIF) provides a robust information-theoretical framework for designing secure systems with minimal information leakage. While previous research has addressed the design of such systems under hard constraints…

密码学与安全 · 计算机科学 2024-11-18 Andreas Athanasiou , Konstantinos Chatzikokolakis , Catuscia Palamidessi

Benchmarking is crucial for testing and validating any system, even more so in real-time systems. Typical real-time applications adhere to well-understood abstractions: they exhibit a periodic behavior, operate on a well-defined working…

软件工程 · 计算机科学 2022-08-02 Mattia Nicolella , Shahin Roozkhosh , Denis Hoornaert , Andrea Bastoni , Renato Mancuso

Ever-increasing design complexity of System-on-Chips (SoCs) led to significant verification challenges. Unlike software, bugs in hardware design are vigorous and eternal i.e., once the hardware is fabricated, it cannot be repaired with any…

硬件体系结构 · 计算机科学 2025-12-11 Deepak Narayan Gadde , Aman Kumar , Djones Lettnin , Sebastian Simon

Radio frequency fingerprint identification (RFFI) is becoming increasingly popular, especially in applications with constrained power, such as the Internet of Things (IoT). Due to subtle manufacturing variations, wireless devices have…

信号处理 · 电气工程与系统科学 2024-10-11 Lu Yang , Seyit Camtepe , Yansong Gao , Vicky Liu , Dhammika Jayalath

Large Language Models (LLMs) show promise in code generation tasks. However, their code-writing abilities are often limited in scope: while they can successfully implement simple functions, they struggle with more complex tasks. A…

软件工程 · 计算机科学 2024-07-30 Jialin Song , Jonathan Raiman , Bryan Catanzaro

Large language model fine-tuning APIs enable widespread model customization, yet pose significant safety risks. Recent work shows that adversaries can exploit access to these APIs to bypass model safety mechanisms by encoding harmful…

机器学习 · 计算机科学 2025-08-26 Jack Youstra , Mohammed Mahfoud , Yang Yan , Henry Sleight , Ethan Perez , Mrinank Sharma

We propose using reinforcement learning to address the challenges of discovering microarchitectural vulnerabilities, such as Spectre and Meltdown, which exploit subtle interactions in modern processors. Traditional methods like random…

密码学与安全 · 计算机科学 2025-02-21 M. Caner Tol , Kemal Derya , Berk Sunar

The complexity and size increase of software has extended the delay for developers as they wait for code analysis and code merge. With the larger and more complex software, more developers nowadays are developing software with large source…

软件工程 · 计算机科学 2021-02-01 Geunsik Lim , MyungJoo Ham , Jijoong Moon , Wook Song

Modern data collection and analysis pipelines often involve a sophisticated mix of applications written in general purpose and specialized programming languages. Many formats commonly used to import and export data between different…

统计计算 · 统计学 2016-07-27 Dirk Eddelbuettel , Murray Stokely , Jeroen Ooms

Containerization has emerged as a revolutionary technology in the software development and deployment industry. Containers offer a portable and lightweight solution that allows for packaging applications and their dependencies…

密码学与安全 · 计算机科学 2024-05-14 Md Sadun Haq , Ali Saman Tosun , Turgay Korkmaz