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Although cloud computing offers many advantages with regards to adaption of resources, we witness either a strong resistance or a very slow adoption to those new offerings. One reason for the resistance is that (i) many technologies such as…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-05-19 André Martin , Andrey Britoy , Christof Fetzer

Recent advances in Transformer models, e.g., large language models (LLMs), have brought tremendous breakthroughs in various artificial intelligence (AI) tasks, leading to their wide applications in many security-critical domains. Due to…

Cryptography and Security · Computer Science 2025-07-15 Jiaqi Xue , Yifei Zhao , Mengxin Zheng , Fan Yao , Yan Solihin , Qian Lou

Using cloud-based applications comes with privacy implications, as the end-user looses control over their data. While encrypting all data on the client is possible, it largely reduces the usefulness of database management systems (DBMS)…

Cryptography and Security · Computer Science 2024-11-05 Louis Vialar , Jämes Ménétrey , Valerio Schiavoni , Pascal Felber

We present a holistic design for GPU-accelerated computation in TrustZone TEE. Without pulling the complex GPU software stack into the TEE, we follow a simple approach: record the CPU/GPU interactions ahead of time, and replay the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-08 Heejin Park , Felix Xiaozhu Lin

Fog/Edge computing model allows harnessing of resources in the proximity of the Internet of Things (IoT) devices to support various types of real-time IoT applications. However, due to the mobility of users and a wide range of IoT…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-06 Mohammad Goudarzi , Marimuthu Palaniswami , Rajkumar Buyya

We propose a protocol that explores a synergy between two TEE implementations: it brings SGX-like remote attestation to SEV VMs. We use the notion of a \emph{trusted guest owner}, implemented as an SGX enclave, to deploy, attest, and…

Cryptography and Security · Computer Science 2023-05-17 Pedro Antonino , Ante Derek , Wojciech Aleksander Wołoszyn

The growing complexity of modern computing platforms and the need for strong isolation protections among their software components has led to the increased adoption of Trusted Execution Environments (TEEs). While several commercial and…

Cryptography and Security · Computer Science 2022-05-26 Moritz Schneider , Ramya Jayaram Masti , Shweta Shinde , Srdjan Capkun , Ronald Perez

Large-scale ML training jobs are frequently interrupted by hardware and software anomalies, failures, and management events. Existing solutions like checkpoint-restart or runtime reconfiguration suffer from long downtimes and degraded…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-18 ChonLam Lao , Jiaqi Gao , Jiamin Cao , Zhipeng Zhang , Pengcheng Zhang , Jiangfei Duan , Zhilong Zheng , Yu Guan , Yichi Xu , Yong Li , Zhengping Qian , Aditya Akella , Minlan Yu , Ennan Zhai , Dennis Cai , Jingren Zhou

The second version of Intel Software Guard Extensions (Intel SGX), or SGX2, adds dynamic management of enclave memory and threads. The first version required the address space and thread counts to be fixed before execution. The Enclave…

Secure outsourced computation (SOC) provides secure computing services by taking advantage of the computation power of cloud computing and the technology of privacy computing (e.g., homomorphic encryption). Expanding computational…

Cryptography and Security · Computer Science 2024-12-03 Bowen Zhao , Jiuhui Li , Peiming Xu , Xiaoguo Li , Qingqi Pei , Yulong Shen

Hardware-assisted trusted execution environments (TEEs) are critical building blocks of many modern applications. However, they have a one-way isolation model that introduces a semantic gap between a TEE and its outside world. This lack of…

Cryptography and Security · Computer Science 2020-11-24 Zahra Tarkhani , Anil Madhavapeddy

Confidential container is becoming increasingly popular as it meets both needs for efficient resource management by cloud providers, and data protection by cloud users. Specifically, confidential containers integrate the container and the…

Cryptography and Security · Computer Science 2024-11-19 Chulmin Lee , Jaewon Hur , Sangho Lee , Byoungyoung Lee

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…

Software Engineering · Computer Science 2026-05-22 Chengyan Ma , Jieke Shi , Ruidong Han , Ye Liu , Yuqing Niu , David Lo

Secure Computation (SC) is a family of cryptographic primitives for computing on encrypted data in single-party and multi-party settings. SC is being increasingly adopted by industry for a variety of applications. A significant obstacle to…

Operating Systems · Computer Science 2022-10-31 Sam Kumar , David E. Culler , Raluca Ada Popa

Personal cryptographic keys are the foundation of many secure services, but storing these keys securely is a challenge, especially if they are used from multiple devices. Storing keys in a centralized location, like an Internet-accessible…

Cryptography and Security · Computer Science 2018-10-04 Arseny Kurnikov , Andrew Paverd , Mohammad Mannan , N. Asokan

Efficient cloud computing relies on in-process isolation to optimize performance by running workloads within a single process. Without heavy-weight process isolation, memory safety errors pose a significant security threat by allowing an…

Cryptography and Security · Computer Science 2025-08-05 Martin Unterguggenberger , Lukas Lamster , David Schrammel , Martin Schwarzl , Stefan Mangard

Confidential Computing has emerged to address data security challenges in cloud-centric deployments by protecting data in use through hardware-level isolation. However, reliance on a single hardware root of trust (RoT) limits user…

Cryptography and Security · Computer Science 2024-12-13 Ketong Shang , Jiangnan Lin , Yu Qin , Muyan Shen , Hongzhan Ma , Wei Feng , Dengguo Feng

Hardware-enclaves that target complex CPU designs compromise both security and performance. Programs have little control over micro-architecture, which leads to side-channel leaks, and then have to be transformed to have worst-case control-…

Cryptography and Security · Computer Science 2020-07-16 Sarbartha Banerjee , Prakash Ramrakhyani , Shijia Wei , Mohit Tiwari

The latency issue of the cloud-centric IoT management system has motivated Fog and Edge Computing (FEC) architecture, which distributes the tasks from the cloud to the edge resources such as routers, switches or the IoT devices themselves.…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-28 Chii Chang , Amnir Hadachi , Satish Srirama

Accelerators, like GPUs, have become a trend to deliver future performance desire, and sharing the same virtual memory space between CPUs and GPUs is increasingly adopted to simplify programming. However, address translation, which is the…

Hardware Architecture · Computer Science 2021-10-19 Chao Yu , Yuebin Bai , Rui Wang
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