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Blockchain systems are designed, built and operated in the presence of failures. There are two dominant failure models, namely crash fault and Byzantine fault. Byzantine fault tolerance (BFT) protocols offer stronger security guarantees,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-04 Mingyuan Gao , Hung Dang , Ee-Chien Chang , Jialin Li

Confidential computing has gained prominence due to the escalating volume of data-driven applications (e.g., machine learning and big data) and the acute desire for secure processing of sensitive data, particularly, across distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-01 SM Zobaed , Mohsen Amini Salehi

Autonomous and robotic systems are increasingly being trusted with sensitive activities with potentially serious consequences if that trust is broken. Runtime verification techniques present a natural source of inspiration for monitoring…

Cryptography and Security · Computer Science 2023-10-05 Robert Abela , Christian Colombo , Axel Curmi , Mattea Fenech , Mark Vella , Angelo Ferrando

Trusted Execution Environments (TEEs) on low-power microcontrollers (e.g., ARM TrustZone-M) enable isolation of Secure and Non-Secure software but still require both worlds to share resources, including interrupt controllers. In this model,…

Cryptography and Security · Computer Science 2026-04-29 Antonio Joia Neto , Amarin Laohajirapan , Norrathep Rattanavipanon , Ivan De Oliveira Nunes

Owing to the large volume of sensed data from the enormous number of IoT devices in operation today, centralized machine learning algorithms operating on such data incur an unbearable training time, and thus cannot satisfy the requirements…

Signal Processing · Electrical Eng. & Systems 2020-07-21 Shashank Jere , Qiang Fan , Bodong Shang , Lianjun Li , Lingjia Liu

Constructing a Trusted Execution Environment (TEE) on Field Programmable Gate Array System on Chip (FPGA-SoC) in Cloud can effectively protect users' private intel-lectual Property (IP) cores. In order to facilitate the wide-spread…

Cryptography and Security · Computer Science 2025-05-20 Jingkai Mao , Xiaolin Chang

Deep neural network (DNN) models have become prevalent in edge devices for real-time inference. However, they are vulnerable to model extraction attacks and require protection. Existing defense approaches either fail to fully safeguard…

Cryptography and Security · Computer Science 2023-11-17 Ziyu Liu , Yukui Luo , Shijin Duan , Tong Zhou , Xiaolin Xu

Trusted Platform Modules are valuable building blocks for security solutions and have also been recognized as beneficial for security on mobile platforms, like smartphones and tablets. However, strict space, cost, and power constraints of…

Cryptography and Security · Computer Science 2019-05-21 Dhiman Chakraborty , Lucjan Hanzlik , Sven Bugiel

Trusted Execution Environments (TEEs) have emerged as a cornerstone for securing sensitive computations by providing isolated enclaves protected from untrusted software. However, their security guarantees are undermined by vulnerabilities…

Cryptography and Security · Computer Science 2026-05-07 Saltanat Firdous Allaqband , Deepanjali S , Rohit Srinivas R G , Devashish Gosain , Chester Rebeiro

Trusted Execution Environments (TEEs) isolate a special space within a device memory that is not accessible to the normal world (also known as the untrusted environment), even when the device is compromised. Therefore, developers can…

Cryptography and Security · Computer Science 2026-03-06 Ruidong Han , Zhou Yang , Chengyan Ma , Ye Liu , Yuqing Niu , Siqi Ma , Debin Gao , David Lo

Trusted Execution Environments (TEEs) are rapidly emerging as a root-of-trust for protecting sensitive applications and data using hardware-backed isolated worlds of execution. TEEs provide robust assurances regarding critical algorithm…

Cryptography and Security · Computer Science 2018-11-27 Carlton Shepherd , Raja N. Akram , Konstantinos Markantonakis

Nowadays a wide range of applications is constrained by low-latency requirements that cloud infrastructures cannot meet. Multi-access Edge Computing (MEC) has been proposed as the reference architecture for executing applications closer to…

Software Engineering · Computer Science 2022-05-10 Luciano Baresi , Davide Yi Xian Hu , Giovanni Quattrocchi , Luca Terracciano

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

In recent years, edge computing has become a popular choice for latency-sensitive applications like facial recognition and augmented reality because it is closer to the end users compared to the cloud. Although infrastructure providers are…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-12 Shikhar Suryavansh , Chandan Bothra , Kwang Taik Kim , Mung Chiang , Chunyi Peng , Saurabh Bagchi

Federated Learning (FL) is a distributed machine learning approach that has emerged as an effective way to address recent privacy concerns. However, FL introduces the need for additional security measures as FL alone is still subject to…

Cryptography and Security · Computer Science 2025-01-22 Bruno Casella

Trusted Execution Environments (TEEs) suffer from performance issues when executing certain management instructions, such as creating an enclave, context switching in and out of protected mode, and swapping cached pages. This is especially…

Cryptography and Security · Computer Science 2023-09-15 James Choncholas , Ketan Bhardwaj , Ada Gavrilovska

A trusted execution environment (TEE) such as Intel Software Guard Extension (SGX) runs a remote attestation to prove to a data owner the integrity of the initial state of an enclave, including the program to operate on her data. For this…

Cryptography and Security · Computer Science 2020-07-22 Weijie Liu , Wenhao Wang , Xiaofeng Wang , Xiaozhu Meng , Yaosong Lu , Hongbo Chen , Xinyu Wang , Qingtao Shen , Kai Chen , Haixu Tang , Yi Chen , Luyi Xing

Attestation is a fundamental building block to establish trust over software systems. When used in conjunction with trusted execution environments, it guarantees the genuineness of the code executed against powerful attackers and threats,…

Cryptography and Security · Computer Science 2022-09-26 Jämes Ménétrey , Christian Göttel , Anum Khurshid , Marcelo Pasin , Pascal Felber , Valerio Schiavoni , Shahid Raza

There are many challenges for Internet of Things (IoT) sensor networks including the lack of robust standards, diverse wireline and wireless connectivity, interoperability, security, and privacy. Addressing these challenges, the Institute…

Cryptography and Security · Computer Science 2025-01-31 Hiroaki Nishi , Janaka Wijekoon , Eugene Y. Song , Kang B. Lee

Extreme edge computing (EEC) refers to the endmost part of edge computing wherein computational tasks and edge services are deployed only on extreme edge devices (EEDs). EEDs are consumer or user-owned devices that offer computational…

Networking and Internet Architecture · Computer Science 2022-08-12 Mhd Saria Allahham , Amr Mohamed , Aiman Erbad , Hossam Hassanein