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Federated learning allows us to distributively train a machine learning model where multiple parties share local model parameters without sharing private data. However, parameter exchange may still leak information. Several approaches have…

密码学与安全 · 计算机科学 2021-11-15 Arup Mondal , Yash More , Ruthu Hulikal Rooparaghunath , Debayan Gupta

Rollups have emerged as a promising approach to improving blockchains' scalability by offloading transactions execution off-chain. Existing rollup solutions either leverage complex zero-knowledge proofs or optimistically assume execution…

密码学与安全 · 计算机科学 2025-12-02 Xiaoqing Wen , Quanbi Feng , Hanzheng Lyu , Jianyu Niu , Yinqian Zhang , Chen Feng

Trusted execution environment (TEE) technology has found many applications in mitigating various security risks in an efficient manner, which is attractive for critical infrastructure protection. First, the natural of critical…

密码学与安全 · 计算机科学 2023-09-14 Rabimba Karanjai , Rowan Collier , Zhimin Gao , Lin Chen , Xinxin Fan , Taeweon Suh , Weidong Shi , Lei Xu

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

We present DarkneTZ, a framework that uses an edge device's Trusted Execution Environment (TEE) in conjunction with model partitioning to limit the attack surface against Deep Neural Networks (DNNs). Increasingly, edge devices (smartphones…

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…

密码学与安全 · 计算机科学 2022-05-26 Liwei Guo , Kaiyang Zhao , Yiying Zhang , Felix Xiaozhu Lin

Model-sharing platforms, such as Hugging Face, ModelScope, and OpenCSG, have become central to modern machine learning development, enabling developers to share, load, and fine-tune pre-trained models with minimal effort. However, the…

Microarchitectural vulnerabilities increasingly undermine the assumption that hardware can be treated as a reliable root of trust. Prevention mechanisms often lag behind evolving attack techniques, leaving deployed systems unable to assume…

密码学与安全 · 计算机科学 2026-03-27 Martin Herrmann , Oussama Draissi , Christian Niesler , Ahmad-Reza Sadeghi , Lucas Davi

Scientists rely on simulations to study natural phenomena. Trusting the simulation results is vital to develop sciences in any field. One approach to build trust is to ensure the reproducibility and traceability of the simulations through…

分布式、并行与集群计算 · 计算机科学 2020-09-21 Paula Olaya , Jay Lofstead , Michela Taufer

Confidential services running in hardware-protected Trusted Execution Environments (TEEs) can provide higher security assurance, but this requires custom clients and protocols to distribute, update, and verify their attestation evidence.…

Blockchain and distributed ledger technologies (DLTs) facilitate decentralized computations across trust boundaries. However, ensuring complex computations with low gas fees and confidentiality remains challenging. Recent advances in…

密码学与安全 · 计算机科学 2026-02-12 Fernando Castillo , Jonathan Heiss , Sebastian Werner , Stefan Tai

Transmission efficiency (TE) of remote state preparation (RSP) with a shared quantum state and one bit of classical communication is considered. Following [B. Daki et al., Nat. Phys. 8, 666 (2012)], the encoding and decoding strategies of…

量子物理 · 物理学 2020-07-20 Morteza Nikaeen , Mehdi Ramezani , Alireza Bahrampour

Scientific computing sometimes involves computation on sensitive data. Depending on the data and the execution environment, the HPC (high-performance computing) user or data provider may require confidentiality and/or integrity guarantees.…

分布式、并行与集群计算 · 计算机科学 2020-10-27 Ayaz Akram , Anna Giannakou , Venkatesh Akella , Jason Lowe-Power , Sean Peisert

Trusted Execution Environments (TEEs) allow user processes to create enclaves that protect security-sensitive computation against access from the OS kernel and the hypervisor. Recent work has shown that TEEs are vulnerable to side-channel…

密码学与安全 · 计算机科学 2023-12-20 Shujie Cui , Haohua Li , Yuanhong Li , Zhi Zhang , Lluís Vilanova , Peter Pietzuch

High-dimensional entanglement (HDE) is a valuable resource in quantum information processing, and efficient certification of HDE is crucial to many applications. In this work, we propose a simple and general framework for certifying HDE in…

量子物理 · 物理学 2025-08-08 Yiwen Wu , Zihao Li , Huangjun Zhu

We present a certified purity architecture that converts governance enforcement in cognitive workflow systems from a runtime convention into a structural capability boundary. A prior three-layer governance architecture proves governance…

密码学与安全 · 计算机科学 2026-05-27 Alan L. McCann

New types of Trusted Execution Environment (TEE) architectures like TrustLite and Intel Software Guard Extensions (SGX) are emerging. They bring new features that can lead to innovative security and privacy solutions. But each new TEE…

密码学与安全 · 计算机科学 2015-07-01 Thomas Nyman , Brian McGillion , N. Asokan

Trusted executions environments (TEEs) such as Intel(R) SGX provide hardware-isolated execution areas in memory, called enclaves. By running only the most trusted application components in the enclave, TEEs enable developers to minimize the…

密码学与安全 · 计算机科学 2020-06-19 Marcela S. Melara , Michael J. Freedman , Mic Bowman

Hardware-supported security mechanisms like Intel Software Guard Extensions (SGX) provide strong security guarantees, which are particularly relevant in cloud settings. However, their reliance on physical hardware conflicts with cloud…

密码学与安全 · 计算机科学 2018-10-04 Fritz Alder , Arseny Kurnikov , Andrew Paverd , N. Asokan

We present Argos, a simple approach for adding verifiability to fully homomorphic encryption (FHE) schemes using trusted hardware. Traditional approaches to verifiable FHE require expensive cryptographic proofs, which incur an overhead of…

密码学与安全 · 计算机科学 2025-03-25 Jules Drean , Fisher Jepsen , Edward Suh , Srini Devadas , Aamer Jaleel , Gururaj Saileshwar