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Related papers: CTR: Checkpoint, Transfer, and Restore for Secure …

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Large-scale systems that compute analytics over a fleet of devices must achieve high privacy and security standards while also meeting data quality, usability, and resource efficiency expectations. We present a next-generation federated…

With the increasing deployment of Large Language Models (LLMs) on mobile and edge platforms, securing them against model extraction attacks has become a pressing concern. However, protecting model privacy without sacrificing the performance…

Cryptography and Security · Computer Science 2025-10-24 Tushar Nayan , Ziqi Zhang , Ruimin Sun

The growing scalability demand of public Blockchains led to the rise of Layer-2 solutions, such as Rollups. Rollups improve transaction throughput by processing operations off-chain and posting the results on-chain. A critical component in…

Cryptography and Security · Computer Science 2026-03-24 Giovanni Maria Cristiano , Salvatore D'Antonio , Jonah Giglio , Giovanni Mazzeo , Luigi Romano

In recent years, the widespread informatization and rapid data explosion have increased the demand for high-performance heterogeneous systems that integrate multiple computing cores such as CPUs, Graphics Processing Units (GPUs),…

Cryptography and Security · Computer Science 2026-01-27 Qifan Wang , David Oswald

Trust is of paramount concern for tenants to deploy their security-sensitive services in the cloud. The integrity of VMs in which these services are deployed needs to be ensured even in the presence of powerful adversaries with…

Cryptography and Security · Computer Science 2021-07-07 Wojciech Ozga , Do Le Quoc , Christof Fetzer

Trusted Execution Environments (TEEs) are designed to protect the privacy and integrity of data in use. They enable secure data processing and sharing in peer-to-peer networks, such as vehicular ad hoc networks of autonomous vehicles,…

Cryptography and Security · Computer Science 2025-07-22 Ceren Kocaoğullar , Gustavo Petri , Dominic P. Mulligan , Derek Miller , Hugo J. M. Vincent , Shale Xiong , Alastair R. Beresford

With the increasing demand for openness, flexibility, and monetization the Network Function Virtualization (NFV) of mobile network functions has become the embracing factor for most mobile network operators. Early reported field deployments…

Networking and Internet Architecture · Computer Science 2021-08-31 Shunmugapriya Ramanathan , Koteswararao Kondepu , Tianliang Zhang , Behzad Mirkhanzadeh , Miguel Razo , Marco Tacca , Luca Valcarenghi , Andrea Fumagalli

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

The increasing adoption of Large Language Models (LLMs) in cloud environments raises critical security concerns, particularly regarding model confidentiality and data privacy. Confidential computing, enabled by Trusted Execution…

Performance · Computer Science 2025-02-18 Ben Dong , Qian Wang

Distributed collaborative learning (DCL) paradigms enable building joint machine learning models from distrusting multi-party participants. Data confidentiality is guaranteed by retaining private training data on each participant's local…

Cryptography and Security · Computer Science 2018-12-11 Zhongshu Gu , Hani Jamjoom , Dong Su , Heqing Huang , Jialong Zhang , Tengfei Ma , Dimitrios Pendarakis , Ian Molloy

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…

Cryptography and Security · Computer Science 2023-12-04 Jämes Ménétrey , Aeneas Grüter , Peterson Yuhala , Julius Oeftiger , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

Out-of-order execution and speculative execution are among the biggest contributors to performance and efficiency of modern processors. However, they are inconsiderate, leaking secret data during the transient execution of instructions.…

Cryptography and Security · Computer Science 2019-05-23 Michael Schwarz , Robert Schilling , Florian Kargl , Moritz Lipp , Claudio Canella , Daniel Gruss

Trusted Execution Environments (TEEs), such as Intel's Software Guard Extensions (SGX), are increasingly being adopted to address trust and compliance issues in the public cloud. Intel SGX's second generation (SGXv2) addresses many…

Databases · Computer Science 2025-01-24 Adrian Lutsch , Muhammad El-Hindi , Matthias Heinrich , Daniel Ritter , Zsolt István , Carsten Binnig

Searchable encryption (SE) is one of the key enablers for building encrypted databases. It allows a cloud server to search over encrypted data without decryption. Dynamic SE additionally includes data addition and deletion operations to…

Cryptography and Security · Computer Science 2020-04-13 Viet Vo , Shangqi Lai , Xingliang Yuan , Shi-Feng Sun , Surya Nepal , Joseph K. Liu

Trying to address the security challenges of a cloud-centric software deployment paradigm, silicon and cloud vendors are introducing confidential computing - an umbrella term aimed at providing hardware and software mechanisms for…

In the last two decades, the evolving cyber-threat landscape has brought to center stage the contentious tradeoffs between the security and performance of modern microprocessors. The guarantees provided by the hardware to ensure no…

Cryptography and Security · Computer Science 2023-05-26 Nikhilesh Singh , Vinod Ganesan , Chester Rebeiro

Unauthorized data alteration has been a longstanding threat since the emergence of malware. System and application software can be reinstalled and hardware can be replaced, but user data is priceless in many cases. Especially in recent…

Cryptography and Security · Computer Science 2019-05-28 Lianying Zhao , Mohammad Mannan

The deployment of large language models (LLMs) on third-party devices requires new ways to protect model intellectual property. While Trusted Execution Environments (TEEs) offer a promising solution, their performance limits can lead to a…

Cryptography and Security · Computer Science 2026-02-12 Abhishek Saini , Haolin Jiang , Hang Liu

The increasing complexity of autonomous systems has driven a shift to integrated heterogeneous SoCs with real-time and safety demands. Ensuring deterministic WCETs and low-latency for critical tasks requires minimizing interference on…

Hardware Architecture · Computer Science 2025-04-09 Christopher Reinwardt , Robert Balas , Alessandro Ottaviano , Angelo Garofalo , Luca Benini

Secure Multi-Party Computation (MPC) offers a practical foundation for privacy-preserving machine learning at the edge, with MPC commonly employed to support nonlinear operations. These MPC protocols fundamentally rely on Oblivious Transfer…

Cryptography and Security · Computer Science 2025-08-26 Zhuoran Li , Hanieh Totonchi Asl , Ebrahim Nouri , Yifei Cai , Danella Zhao