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Computational security in cryptography has a risk that computational assumptions underlying the security are broken in the future. One solution is to construct information-theoretically-secure protocols, but many cryptographic primitives…

Cryptography and Security · Computer Science 2022-07-29 Taiga Hiroka , Tomoyuki Morimae , Ryo Nishimaki , Takashi Yamakawa

As machine learning (ML) technologies and applications are rapidly changing many computing domains, security issues associated with ML are also emerging. In the domain of systems security, many endeavors have been made to ensure ML model…

Cryptography and Security · Computer Science 2022-01-07 Kha Dinh Duy , Taehyun Noh , Siwon Huh , Hojoon Lee

Edge computing is projected to have profound implications in the coming decades, proposed to provide solutions for applications such as augmented reality, predictive functionalities, and collaborative Cyber-Physical Systems (CPS). For such…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-02 José Manuel Gaspar Sánchez , Nils Jörgensen , Martin Törngren , Rafia Inam , Andrii Berezovskyi , Lei Feng , Elena Fersman , Muhammad Rusyadi Ramli , Kaige Tan

The majority of financial organizations managing confidential data are aware of security threats and leverage widely accepted solutions (e.g., storage encryption, transport-level encryption, intrusion detection systems) to prevent or detect…

Cryptography and Security · Computer Science 2021-09-23 Lorenzo Andolfo , Luigi Coppolino , Salvatore D'Antonio , Giovanni Mazzeo , Luigi Romano , Matthew Ficke , Arne Hollum , Darshan Vaydia

Micro-controller units (MCUs) implement the de facto interface between the physical and digital worlds. As a consequence, they appear in a variety of sensing/actuation applications, from smart personal spaces to complex industrial control…

Cryptography and Security · Computer Science 2024-07-09 Liam Tyler , Ivan De Oliveira Nunes

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

The rapid expansion of connected devices has amplified the need for robust and scalable security frameworks. This paper proposes a holistic approach to securing network-connected devices, covering essential layers: hardware, firmware,…

Networking and Internet Architecture · Computer Science 2025-01-24 Khan Reaz , Gerhard Wunder

In the paper, we present designs for multiple blockchain consensus primitives and a novel blockchain system, all based on the use of trusted execution environments (TEEs), such as Intel SGX-enabled CPUs. First, we show how using TEEs for…

Cryptography and Security · Computer Science 2017-03-17 Mitar Milutinovic , Warren He , Howard Wu , Maxinder Kanwal

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

Process mining techniques enable organizations to gain insights into their business processes through the analysis of execution records (event logs) stored by information systems. While most process mining efforts focus on…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-05 Davide Basile , Valerio Goretti , Luca Barbaro , Hajo A. Reijers , Claudio Di Ciccio

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.…

Cryptography and Security · Computer Science 2025-03-20 Antoine Delignat-Lavaud , Cédric Fournet , Kapil Vaswani , Manuel Costa , Sylvan Clebsch , Christoph M. Wintersteiger

Attestation means providing evidence that a remote target system is worthy of trust for some sensitive interaction. Although attestation is already used in network access control, security management, and trusted execution environments, it…

Cryptography and Security · Computer Science 2026-03-09 Will Thomas , Logan Schmalz , Adam Petz , Perry Alexander , Joshua D. Guttman , Paul D. Rowe , James Carter

Trusted Execution Environments (TEEs) have become a promising solution to secure DNN models on edge devices. However, the existing solutions either provide inadequate protection or introduce large performance overhead. Taking both security…

Cryptography and Security · Computer Science 2024-05-08 Ziyu Liu , Tong Zhou , Yukui Luo , Xiaolin Xu

Combining Federated Learning (FL) with a Trusted Execution Environment (TEE) is a promising approach for realizing privacy-preserving FL, which has garnered significant academic attention in recent years. Implementing the TEE on the server…

Machine Learning · Computer Science 2023-06-21 Fumiyuki Kato , Yang Cao , Masatoshi Yoshikawa

Accurately measuring time passing is critical for many applications. However, in Trusted Execution Environments (TEEs) such as Intel SGX, the time source is outside the Trusted Computing Base: a malicious host can manipulate the TEE's…

Cryptography and Security · Computer Science 2025-12-12 Matthieu Bettinger , Sonia Ben Mokhtar , Pascal Felber , Etienne Rivière , Valerio Schiavoni , Anthony Simonet-Boulogne

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…

Cryptography and Security · Computer Science 2025-12-02 Xiaoqing Wen , Quanbi Feng , Hanzheng Lyu , Jianyu Niu , Yinqian Zhang , Chen Feng

The need for secure and private Artificial Intelligence (AI) and Machine Learning (ML) on edge and mobile devices has increased the necessity of protecting the architecture of these systems from threats to both security and privacy. With an…

Cryptography and Security · Computer Science 2026-05-29 Zisis Tsiatsikas , Alexandros Fakis , Georgios Karopoulos , Vasileios Kouliaridis , Marios Anagnostopoulos

Machine learning has become a critical component of modern data-driven online services. Typically, the training phase of machine learning techniques requires to process large-scale datasets which may contain private and sensitive…

Cryptography and Security · Computer Science 2019-02-13 Roland Kunkel , Do Le Quoc , Franz Gregor , Sergei Arnautov , Pramod Bhatotia , Christof Fetzer

Inherent in the world of cryptocurrency systems and their security models is the notion that private keys, and thus assets, are controlled by individuals or individual entities. We present Liquefaction, a wallet platform that demonstrates…

Cryptography and Security · Computer Science 2024-12-04 James Austgen , Andrés Fábrega , Mahimna Kelkar , Dani Vilardell , Sarah Allen , Kushal Babel , Jay Yu , Ari Juels

Embedded devices face an ever-expanding threat landscape: vulnerabilities in application software, operating system kernels, and peripherals threaten the embedded device integrity. Existing computer-architectural defenses fully consider at…

Cryptography and Security · Computer Science 2026-03-10 Eric Ackermann , Sven Bugiel