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We propose a federated Function-as-a-Service (FaaS) execution model that provides secure and stateful execution in both Cloud and Edge environments. The FaaS workers, called Paranoid Stateful Lambdas (PSLs), collaborate with one another to…

WebAssembly (Wasm) is a novel low-level bytecode format that swiftly gained popularity for its efficiency, versatility and security, with near-native performance. Besides, trusted execution environments (TEEs) shield critical software…

密码学与安全 · 计算机科学 2023-05-18 Jämes Ménétrey , Marcelo Pasin , Pascal Felber , Valerio Schiavoni

Hardware support for trusted execution in modern CPUs enables tenants to shield their data processing workloads in otherwise untrusted cloud environments. Runtime systems for the trusted execution must rely on an interface to the untrusted…

Trusted Execution Environments (TEEs) are hardware-enforced memory isolation units, emerging as a pivotal security solution for security-critical applications. TEEs, like Intel SGX and ARM TrustZone, allow the isolation of confidential code…

编程语言 · 计算机科学 2023-07-26 Abhiroop Sarkar , Robert Krook , Alejandro Russo , Koen Claessen

Trusted Execution Environments (TEEs) are used to protect sensitive data and run secure execution for security-critical applications, by providing an environment isolated from the rest of the system. However, over the last few years, TEEs…

密码学与安全 · 计算机科学 2021-07-09 Sérgio Pereira , David Cerdeira , Cristiano Rodrigues , Sandro Pinto

Serverless computing is an excellent fit for big data processing because it can scale quickly and cheaply to thousands of parallel functions. Existing serverless platforms isolate functions in ephemeral, stateless containers, preventing…

分布式、并行与集群计算 · 计算机科学 2020-06-22 Simon Shillaker , Peter Pietzuch

The security of scripting languages such as PowerShell is critical given their powerful automation and administration capabilities, often exercised with elevated privileges. Today, securing these languages still demands substantial human…

密码学与安全 · 计算机科学 2026-01-13 Keyang Zhang , Zeyu Chen , Xuan Feng , Dongliang Fang , Yaowen Zheng , Zhi Li , Limin Sun

Trusted Execution Environments (TEEs) provide hardware-enforced isolation that protects sensitive code and data from untrusted software. Despite their strong security guarantees, analyzing TEE applications remains challenging due to the…

软件工程 · 计算机科学 2026-05-22 Chengyan Ma , Jieke Shi , Ruidong Han , Ye Liu , Yuqing Niu , David Lo

As Machine Learning (ML) gets applied to security-critical or sensitive domains, there is a growing need for integrity and privacy for outsourced ML computations. A pragmatic solution comes from Trusted Execution Environments (TEEs), which…

机器学习 · 统计学 2019-02-28 Florian Tramèr , Dan Boneh

The distributed (federated) LLM is an important method for co-training the domain-specific LLM using siloed data. However, maliciously stealing model parameters and data from the server or client side has become an urgent problem to be…

机器学习 · 计算机科学 2024-01-22 Wei Huang , Yinggui Wang , Anda Cheng , Aihui Zhou , Chaofan Yu , Lei Wang

Live migration of applications is a fundamental capability for enabling resilient computing in modern distributed systems. However, extending this functionality to trusted applications (TA) -- executing within Trusted Execution Environments…

密码学与安全 · 计算机科学 2025-09-08 Stefanos Vasileaidis , Thanassis Giannetsos , Matthias Schunter , Bruno Crispo

WebAssembly (Wasm) has risen as a widely used technology to distribute computing workloads on different platforms. The platform independence offered through Wasm makes it an attractive solution for many different applications that can run…

密码学与安全 · 计算机科学 2025-12-17 Markus Berthilsson , Christian Gehrmann

Serverless computing is an approach to cloud computing that allows programmers to run serverless functions in response to external events. Serverless functions are priced at sub-second granularity, support transparent elasticity, and…

分布式、并行与集群计算 · 计算机科学 2020-08-05 Emily Herbert , Arjun Guha

In real-world scenarios, trusted execution environments (TEEs) frequently host applications that lack the trust of the infrastructure provider, as well as data owners who have specifically outsourced their data for remote processing. We…

密码学与安全 · 计算机科学 2023-12-15 Jämes Ménétrey , Marcelo Pasin , Pascal Felber , Valerio Schiavoni , Giovanni Mazzeo , Arne Hollum , Darshan Vaydia

In this paper, we propose a new secure machine learning inference platform assisted by a small dedicated security processor, which will be easier to protect and deploy compared to today's TEEs integrated into high-performance processors.…

密码学与安全 · 计算机科学 2024-10-30 Pengzhi Huang , Thang Hoang , Yueying Li , Elaine Shi , G. Edward Suh

The serverless platform aims to facilitate cloud applications' straightforward deployment, scaling, and management. Unfortunately, the distributed nature of serverless computing makes it difficult to port traditional security tools…

分布式、并行与集群计算 · 计算机科学 2025-03-11 Chuang Li , Lanfang Huang , Dian He , Yanhua Wen , Gang Liu , Lixin Duan

Authenticated data storage on an untrusted platform is an important computing paradigm for cloud applications ranging from big-data outsourcing, to cryptocurrency and certificate transparency log. These modern applications increasingly…

密码学与安全 · 计算机科学 2019-11-11 Yuzhe Tang , Ju Chen , Kai Li , Jianliang Xu , Qi Zhang

Key-Value Stores (KVSs) are No-SQL databases that store data as key-value pairs and have gained popularity due to their simplicity, scalability, and fast retrieval capabilities. However, storing sensitive data in KVSs requires strong…

密码学与安全 · 计算机科学 2025-01-07 Aghiles Ait Messaoud , Sonia Ben Mokhtar , Anthony Simonet-Boulogne

Function-as-a-Service (FaaS) has raised a growing interest in how to "tame" serverless computing to enable domain-specific use cases such as data-intensive applications and machine learning (ML), to name a few. Recently, several systems…

分布式、并行与集群计算 · 计算机科学 2022-06-14 Pablo Gimeno Sarroca , Marc Sánchez-Artigas

Publish/subscribe systems play a key role in enabling communication between numerous devices in distributed and large-scale architectures. While widely adopted, securing such systems often trades portability for additional integrity and…

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