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Supervised fine-tuning (SFT) is a pivotal approach to adapting large language models (LLMs) for downstream tasks; however, performance often suffers from the ``seesaw phenomenon'', where indiscriminate parameter updates yield progress on…

计算与语言 · 计算机科学 2025-09-22 Yao Wang , Di Liang , Minlong Peng

Applications running in Trusted Execution Environments (TEEs) commonly use untrusted external services such as host File System. Adversaries may maliciously alter the normal service behavior to trigger subtle application bugs that would…

密码学与安全 · 计算机科学 2022-11-15 Meni Orenbach , Bar Raveh , Alon Berkenstadt , Yan Michalevsky , Shachar Itzhaky , Mark Silberstein

Heap layout manipulation is integral to exploiting heap-based memory corruption vulnerabilities. In this paper we present the first automatic approach to the problem, based on pseudo-random black-box search. Our approach searches for the…

密码学与安全 · 计算机科学 2018-09-05 Sean Heelan , Tom Melham , Daniel Kroening

Software vulnerabilities in source code pose serious cybersecurity risks, prompting a shift from traditional detection methods (e.g., static analysis, rule-based matching) to AI-driven approaches. This study presents a systematic review of…

软件工程 · 计算机科学 2025-06-13 Samiha Shimmi , Hamed Okhravi , Mona Rahimi

Protecting intellectual property (IP) in federated learning (FL) is increasingly important as clients contribute proprietary data to collaboratively train models. Model watermarking, particularly through backdoor-based methods, has emerged…

密码学与安全 · 计算机科学 2025-04-18 Kaijing Luo , Ka-Ho Chow

Cloud computing is a convenient model for processing data remotely. However, users must trust their cloud provider with the confidentiality and integrity of the stored and processed data. To increase the protection of virtual machines, AMD…

密码学与安全 · 计算机科学 2020-10-15 Martin Radev , Mathias Morbitzer

Modern RISC-V platforms control and monitor security-critical systems such as industrial controllers and autonomous vehicles. While these platforms feature a Root-of-Trust (RoT) to store authentication secrets and enable secure boot…

Dataset condensation aims to synthesize compact yet informative datasets that retain the training efficacy of full-scale data, offering substantial gains in efficiency. Recent studies reveal that the condensation process can be vulnerable…

密码学与安全 · 计算机科学 2026-04-01 He Yang , Dongyi Lv , Song Ma , Wei Xi , Jizhong Zhao

Website fingerprinting attacks, which use statistical analysis on network traffic to compromise user privacy, have been shown to be effective even if the traffic is sent over anonymity-preserving networks such as Tor. The classical attack…

密码学与安全 · 计算机科学 2019-02-22 Anatoly Shusterman , Lachlan Kang , Yarden Haskal , Yosef Meltser , Prateek Mittal , Yossi Oren , Yuval Yarom

Verification using SystemVerilog assertions (SVA) is one of the most popular methods for detecting circuit design vulnerabilities. However, with the globalization of integrated circuit design and the continuous upgrading of security…

密码学与安全 · 计算机科学 2025-07-23 Rui Guo , Avinash Ayalasomayajula , Henian Li , Jingbo Zhou , Sujan Kumar Saha , Farimah Farahmandi

Fuzzing has proven to be very effective for discovering certain classes of software flaws, but less effective in helping developers process these discoveries. Conventional crash-based fuzzers lack enough information about failures to…

密码学与安全 · 计算机科学 2024-11-04 Allison Naaktgeboren , Sean Noble Anderson , Andrew Tolmach , Greg Sullivan

To protect users from data breaches and phishing attacks, service providers typically implement two-factor authentication (2FA) to add an extra layer of security against suspicious login attempts. However, since 2FA can sometimes hinder…

密码学与安全 · 计算机科学 2024-11-19 Zhi Wang , Xin Yang , Du Chen , Han Gao , Meiqi Tian , Yan Jia , Wanpeng Li

Embedded systems permeate through nearly all aspects of modern society. From cars to refrigerators to nuclear refineries, securing these systems has never been more important. Intrusions, such as the Stuxnet malware which broke the…

密码学与安全 · 计算机科学 2016-11-03 Peter Henderson , Muthucumaru Maheswaran

Both AMD and Intel have presented technologies for confidential computing in cloud environments. The proposed solutions - AMD SEV (-ES, -SNP) and Intel TDX - protect Virtual Machines (VMs) against attacks from higher privileged layers…

密码学与安全 · 计算机科学 2021-09-23 Felicitas Hetzelt , Martin Radev , Robert Buhren , Mathias Morbitzer , Jean-Pierre Seifert

Speculative execution attacks leverage the speculative and out-of-order execution features in modern computer processors to access secret data or execute code that should not be executed. Secret information can then be leaked through a…

密码学与安全 · 计算机科学 2023-02-03 Guangyuan Hu , Zecheng He , Ruby Lee

Malware sandboxes provide many benefits for security applications, but they are complex. These complexities can overwhelm new users in different research areas and make it difficult to select, configure, and use sandboxes. Even worse,…

The Java libraries JCA and JSSE offer cryptographic APIs to facilitate secure coding. When developers misuse some of the APIs, their code becomes vulnerable to cyber-attacks. To eliminate such vulnerabilities, people built tools to detect…

密码学与安全 · 计算机科学 2022-05-02 Ying Zhang , Ya Xiao , Md Mahir Asef Kabir , Danfeng , Yao , Na Meng

The rapid integration of AI algorithms in safety-critical applications such as autonomous driving and healthcare is raising significant concerns about the ability to meet stringent safety standards. Traditional tools for formal safety…

人工智能 · 计算机科学 2026-01-21 Oliver Schön , Zhengang Zhong , Sadegh Soudjani

SourceRank is a scoring system made of 18 metrics that assess the popularity and quality of open-source packages. Despite being used in several recent studies, none has thoroughly analyzed its reliability against evasion attacks aimed at…

密码学与安全 · 计算机科学 2026-01-01 Biagio Montaruli , Serena Elisa Ponta , Luca Compagna , Davide Balzarotti

Secure elements physically exposed to adversaries are frequently targeted by fault attacks. These attacks can be utilized to hijack the control-flow of software allowing the attacker to bypass security measures, extract sensitive data, or…

密码学与安全 · 计算机科学 2023-03-27 Pascal Nasahl , Stefan Mangard
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