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AI agents are vulnerable to prompt injection attacks, where malicious content hijacks agent behavior to steal credentials or cause financial loss. The only known robust defense is architectural isolation that strictly separates trusted task…

The growing replication crisis across disciplines such as economics, finance, and other social sciences as well as computer science undermines the credibility of academic research. Current institutional solutions -- such as artifact…

密码学与安全 · 计算机科学 2026-03-27 Jiasun Li , Project Team

Capability-based memory isolation is a promising new architectural primitive. Software can access low-level memory only via capability handles rather than raw pointers, which provides a natural interface to enforce security restrictions.…

密码学与安全 · 计算机科学 2023-03-10 Jason Zhijingcheng Yu , Conrad Watt , Aditya Badole , Trevor E. Carlson , Prateek Saxena

Sensitive computation often has to be performed in a trusted execution environment (TEE), which, in turn, requires tamper-proof hardware. If the computational fabric can be tampered with, we may no longer be able to trust the correctness of…

密码学与安全 · 计算机科学 2017-11-09 Yan Michalevsky , Yonatan Winetraub

Confidential containers protect cloud-native workloads using trusted execution environments (TEEs). However, existing Container-in-TEE designs (e.g., Confidential Containers (CoCo)) encapsulate the entire runtime within the TEE, inflating…

密码学与安全 · 计算机科学 2026-01-06 Di Lu , Mengna Sun , Qingwen Zhang , Yujia Liu , Jia Zhang , Xuewen Dong , Yulong Shen , Jianfeng Ma

Offline attacks on passwords are increasingly commonplace and dangerous. An offline adversary is limited only by the amount of computational resources he or she is willing to invest to crack a user's password. The danger is compounded by…

密码学与安全 · 计算机科学 2016-03-04 Jeremiah Blocki , Anirudh Sridhar

Chai empowers users to create and interact with customized chatbots, offering unique and engaging experiences. Despite the exciting prospects, the work recognizes the inherent challenges of a commitment to modern safety standards.…

人工智能 · 计算机科学 2023-06-06 Xiaoding Lu , Aleksey Korshuk , Zongyi Liu , William Beauchamp

Online services that desire to operate anonymously routinely host themselves as 'Hidden Services' in the Tor network. However, these services are frequently threatened by deanonymization attacks, whereby their IP address and location may be…

密码学与安全 · 计算机科学 2024-12-23 Humza Ikram , Rumaisa Habib , Muaz Ali , Zartash Afzal Uzmi

Network traffic inspection, including TLS traffic, in enterprise environments is widely practiced. Reasons for doing so are primarily related to improving enterprise security (e.g., malware detection) and meeting legal requirements. To…

密码学与安全 · 计算机科学 2018-09-25 Louis Waked , Mohammad Mannan , Amr Youssef

Secure Multi-Party Computation (MPC) offers a practical foundation for privacy-preserving machine learning at the edge, with MPC commonly employed to support nonlinear operations. These MPC protocols fundamentally rely on Oblivious Transfer…

密码学与安全 · 计算机科学 2025-08-26 Zhuoran Li , Hanieh Totonchi Asl , Ebrahim Nouri , Yifei Cai , Danella Zhao

In recent years, the rapid development of artificial intelligence (AI) especially multi-modal Large Language Models (MLLMs), has enabled it to understand text, images, videos, and other multimedia data, allowing AI systems to execute…

密码学与安全 · 计算机科学 2025-04-02 Lehao Lin , Ke Wang , Maha Abdallah , Wei Cai

End-to-end encryption (E2EE) has become the gold standard for securing communications, bringing strong confidentiality and privacy guarantees to billions of users worldwide. However, the current push towards widespread integration of…

Trusted execution environments in several existing and upcoming CPUs demonstrate the success of confidential computing, with the caveat that tenants cannot securely use accelerators such as GPUs and FPGAs. In this paper, we reconsider the…

密码学与安全 · 计算机科学 2023-10-26 Supraja Sridhara , Andrin Bertschi , Benedict Schlüter , Mark Kuhne , Fabio Aliberti , Shweta Shinde

The growing availability of hardware-based trusted execution environments (TEEs) in commodity processors has recently advanced support (i.e., design, implementation and deployment frameworks) for network-based secure services. Examples of…

分布式、并行与集群计算 · 计算机科学 2019-12-24 Christian Göttel , Pascal Felber , Valerio Schiavoni

In guaranteeing the absence of adversarial examples in an instance's neighbourhood, certification mechanisms play an important role in demonstrating neural net robustness. In this paper, we ask if these certifications can compromise the…

机器学习 · 计算机科学 2024-06-13 Andrew C. Cullen , Shijie Liu , Paul Montague , Sarah M. Erfani , Benjamin I. P. Rubinstein

Cyber attacks are becoming more frequent and sophisticated, introducing significant challenges for organizations to protect their systems and data from threat actors. Today, threat actors are highly motivated, persistent, and well-founded…

密码学与安全 · 计算机科学 2021-03-25 Yair Allouche , Nachiket Tapas , Francesco Longo , Asaf Shabtai , Yaron Wolfsthal

Federated learning (FL) is attractive for cloud-edge intrusion detection because it enables collaborative training over distributed telemetry without centralizing raw logs. In production security analytics pipelines, however, only a subset…

密码学与安全 · 计算机科学 2026-05-08 Chun Yin Chiu

Recent improvement gains in large language models (LLMs) have lead to everyday usage of AI-based Conversational Agents (CAs). At the same time, LLMs are vulnerable to an array of threats, including jailbreaks and, for example, causing…

密码学与安全 · 计算机科学 2025-11-03 Kathrin Grosse , Nico Ebert

Malicious bots pose a growing threat to e-commerce platforms by scraping data, hoarding inventory, and perpetrating fraud. Traditional bot mitigation techniques, including IP blacklists and CAPTCHA-based challenges, are increasingly…

机器学习 · 计算机科学 2026-02-19 Sichen Zhao , Zhiming Xue , Yalun Qi , Xianling Zeng , Zihan Yu

Capture-the-Flag (CTF) competitions serve as gateways into offensive cybersecurity, yet they often present steep barriers for novices due to complex toolchains and opaque workflows. Recently, agentic AI frameworks for cybersecurity promise…

密码学与安全 · 计算机科学 2026-02-23 Cathrin Schachner , Jasmin Wachter