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Large Language Model (LLM) agents are increasingly used to automate complex workflows, but integrating untrusted external data with privileged execution exposes them to severe security risks, particularly direct and indirect prompt…

Cryptography and Security · Computer Science 2026-04-28 Zonghao Ying , Haozheng Wang , Jiangfan Liu , Quanchen Zou , Aishan Liu , Jian Yang , Yaodong Yang , Xianglong Liu

Hypervisors are under threat by critical memory safety vulnerabilities, with pointer corruption being one of the most prevalent and severe forms. Existing exploitation frameworks depend on identifying highly-constrained structures in the…

Cryptography and Security · Computer Science 2025-12-30 Gaoning Pan , Yiming Tao , Qinying Wang , Chunming Wu , Mingde Hu , Yizhi Ren , Shouling Ji

The deployment of large-scale distributed systems, e.g., publish-subscribe platforms, that operate over sensitive data using the infrastructure of public cloud providers, is nowadays heavily hindered by the surging lack of trust toward the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-27 Christian Göttel , Rafael Pires , Isabelly Rocha , Sébastien Vaucher , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

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

Intel has introduced a trusted computing technology, Intel Software Guard Extension (SGX), which provides an isolated and secure execution environment called enclave for a user program without trusting any privilege software (e.g., an…

Cryptography and Security · Computer Science 2018-11-14 Jinwen Wang , Yueqiang Cheng , Qi Li , Yong Jiang

Confidential computing protects data in use within Trusted Execution Environments (TEEs), but current TEEs provide little support for secure communication between components. As a result, pipelines of independently developed and deployed…

Cryptography and Security · Computer Science 2026-03-10 Amir Al Sadi , Sina Abdollahi , Adrien Ghosn , Hamed Haddadi , Marios Kogias

Heterogeneous collaborative computing with NPU and CPU has received widespread attention due to its substantial performance benefits. To ensure data confidentiality and integrity during computing, Trusted Execution Environments (TEE) is…

Cryptography and Security · Computer Science 2024-07-15 Husheng Han , Xinyao Zheng , Yuanbo Wen , Yifan Hao , Erhu Feng , Ling Liang , Jianan Mu , Xiaqing Li , Tianyun Ma , Pengwei Jin , Xinkai Song , Zidong Du , Qi Guo , Xing Hu

FPGAs are now used in public clouds to accelerate a wide range of applications, including many that operate on sensitive data such as financial and medical records. We present ShEF, a trusted execution environment (TEE) for cloud-based…

Cryptography and Security · Computer Science 2022-01-31 Mark Zhao , Mingyu Gao , Christos Kozyrakis

Although serverless computing offers compelling cost and deployment simplicity advantages, a significant challenge remains in securely managing sensitive data as it flows through the network of ephemeral function executions in serverless…

Cryptography and Security · Computer Science 2025-08-14 Patrick Sabanic , Masanori Misono , Teofil Bodea , Julian Pritzi , Michael Hackl , Dimitrios Stavrakakis , Pramod Bhatotia

Confidential computing plays an important role in isolating sensitive applications from the vast amount of untrusted code commonly found in the modern cloud. We argue that it can also be leveraged to build safer and more secure…

Cryptography and Security · Computer Science 2025-05-20 Wojciech Ozga , Guerney D. H. Hunt , Michael V. Le , Lennard Gäher , Avraham Shinnar , Elaine R. Palmer , Hani Jamjoom , Silvio Dragone

Internet of Things (IoT) devices sit at the intersection of unwieldy software complexity and unprecedented attacker access. This unique position comes with a daunting security challenge: how can I protect both proprietary code and…

Cryptography and Security · Computer Science 2023-10-26 Prakhar Sah , Matthew Hicks

High Energy Physics (HEP) distributed computing infrastructures require automatic tools to monitor, analyze and react to potential security incidents. These tools should collect and inspect data such as resource consumption, logs and…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-14 A. Gomez Ramirez , M. Martinez Pedreira , C. Grigoras , L. Betev , C. Lara , U. Kebschull

In cross-device private federated learning, differentially private follow-the-regularized-leader (DP-FTRL) has emerged as a promising privacy-preserving method. However, existing approaches assume a semi-honest server and have not addressed…

Machine Learning · Computer Science 2025-09-12 Shun Takagi , Satoshi Hasegawa

Secure Element (SE) in SoC sees an increasing adoption in industry. Many applications in IoT devices are bound to the SE because it provides strong cryptographic functions and physical protection. Though SE-in-SoC provides strong proven…

Cryptography and Security · Computer Science 2022-08-09 Xuanle Ren , Xiaoxia Cui

Leveraging parallel hardware (e.g. GPUs) for deep neural network (DNN) training brings high computing performance. However, it raises data privacy concerns as GPUs lack a trusted environment to protect the data. Trusted execution…

Cryptography and Security · Computer Science 2022-06-20 Yue Niu , Ramy E. Ali , Salman Avestimehr

Recent years have brought microarchitectural security intothe spotlight, proving that modern CPUs are vulnerable toseveral classes of microarchitectural attacks. These attacksbypass the basic isolation primitives provided by the…

Cryptography and Security · Computer Science 2021-08-25 Saidgani Musaev , Christof Fetzer

As cloud infrastructure becomes the backbone of modern organizations, the security of cryptographic key management, especially using Hardware Security Modules (HSMs) and Trusted Platform Modules (TPMs), faces unprecedented challenges. While…

Cryptography and Security · Computer Science 2025-08-08 Shams Shaikh , Trima P. Fernandes e Fizardo

Deploying deep neural networks (DNNs) on edge devices exposes valuable intellectual property to model-stealing attacks. While TEE-shielded DNN partitioning (TSDP) mitigates this by isolating sensitive computations, existing paradigms fail…

Cryptography and Security · Computer Science 2026-03-09 Donghwa Kang , Hojun Choe , Doohyun Kim , Hyeongboo Baek , Brent ByungHoon Kang

With the increasing popularity of Internet of Things (IoT) devices, securing sensitive user data has emerged as a major challenge. These devices often collect confidential information, such as audio and visual data, through peripheral…

Cryptography and Security · Computer Science 2023-12-21 Peterson Yuhala , Jämes Ménétrey , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

A TrustZone TEE often invokes an external filesystem. While filedata can be encrypted, the revealed file activities can leak secrets. To hide the file activities from the filesystem and its OS, we propose Enigma, a deception-based defense…

Cryptography and Security · Computer Science 2022-05-26 Liwei Guo , Kaiyang Zhao , Yiying Zhang , Felix Xiaozhu Lin
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