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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

Trusted Execution Environments (TEEs) are gradually adopted by major cloud providers, offering a practical option of \emph{confidential computing} for users who don't fully trust public clouds. TEEs use CPU-enabled hardware features to…

Cryptography and Security · Computer Science 2023-08-15 AKM Mubashwir Alam , Keke Chen

Enterprise software supply chains are increasingly vulnerable to infrastructure attacks, resulting in financial and reputational damage. Ensuring the integrity and provenance of software artifacts remains a significant challenge, where…

Cryptography and Security · Computer Science 2026-05-21 Fernando Castillo , Eduardo Brito , Pille Pullonen-Raudvere , Sebastian Werner , Stefan Tai

Payment channel networks, and the Lightning Network in particular, seem to offer a solution to the lack of scalability and privacy offered by Bitcoin and other blockchain-based cryptocurrencies. Previous research has focused on the…

Cryptography and Security · Computer Science 2021-01-22 George Kappos , Haaroon Yousaf , Ania Piotrowska , Sanket Kanjalkar , Sergi Delgado-Segura , Andrew Miller , Sarah Meiklejohn

Auditing the semantic properties of proprietary data creates a fundamental tension: verification requires transparent access, while proprietary rights demand confidentiality. While Zero-Knowledge Proofs (ZKPs) ensure privacy, they are…

Cryptography and Security · Computer Science 2026-04-28 Antony Rowstron

The rapidly evolving Node$.$js ecosystem currently includes millions of packages and is a critical part of modern software supply chains, making vulnerability detection of Node$.$js packages increasingly important. However, traditional…

Cryptography and Security · Computer Science 2026-04-23 Ronghao Ni , Mihai Christodorescu , Limin Jia

Trusted Execution Environments (TEEs) are hardware-enforced memory isolation units, emerging as a pivotal security solution for security-critical applications. TEEs, like Intel SGX and ARM TrustZone, allow the isolation of confidential code…

Programming Languages · Computer Science 2023-07-26 Abhiroop Sarkar , Robert Krook , Alejandro Russo , Koen Claessen

This paper presents a formal analysis of the Lightning Network as a monetary system structurally diverging from Bitcoin's base-layer settlement model. We demonstrate that under increasing transaction demand, BTC transaction fees rise…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-27 Craig Steven Wright

Internet traffic is increasingly encrypted. While this protects the confidentiality and integrity of communication, it prevents network monitoring systems (NMS) and intrusion detection systems (IDSs) from effectively analyzing the now…

Cryptography and Security · Computer Science 2021-04-21 Florian Wilkens , Steffen Haas , Johanna Amann , Mathias Fischer

This paper proposes a blockchain-based Federated Learning (FL) framework with Intel Software Guard Extension (SGX)-based Trusted Execution Environment (TEE) to securely aggregate local models in Industrial Internet-of-Things (IIoTs). In FL,…

Cryptography and Security · Computer Science 2023-04-26 Aditya Pribadi Kalapaaking , Ibrahim Khalil , Mohammad Saidur Rahman , Mohammed Atiquzzaman , Xun Yi , Mahathir Almashor

Software testing plays a critical role in ensuring that systems behave as intended. However, existing automated testing approaches struggle to match the capabilities of human engineers due to key limitations such as test locality, lack of…

Software Engineering · Computer Science 2025-06-16 Kangping Xu , Yifan Luo , Yang Yuan , Andrew Chi-Chih Yao

Network traffic inspection, including TLS traffic, in enterprise environments is widely practiced. Reasons for doing so are primarily related to improving enterprise security (e.g., malware detection) and meeting legal requirements. To…

Cryptography and Security · Computer Science 2018-09-25 Louis Waked , Mohammad Mannan , Amr Youssef

When neural network model and data are outsourced to cloud server for inference, it is desired to preserve the confidentiality of model and data as the involved parties (i.e., cloud server, model providing client and data providing client)…

Cryptography and Security · Computer Science 2022-06-07 Pinglan Liu , Wensheng Zhang

Logit-based LLM watermarking traces and verifies AI-generated content by maintaining green and red token lists and increasing the likelihood of green tokens during generation. However, it fails in low-entropy scenarios, where predictable…

Computation and Language · Computer Science 2025-05-21 Tianle Gu , Zongqi Wang , Kexin Huang , Yuanqi Yao , Xiangliang Zhang , Yujiu Yang , Xiuying Chen

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

Testing of network services represents one of the biggest challenges in cyber security. Because new vulnerabilities are detected on a regular basis, more research is needed. These faults have their roots in the software development cycle or…

Cryptography and Security · Computer Science 2018-03-29 Josip Bozic , Lina Marsso , Radu Mateescu , Franz Wotawa

State channel network is the most popular layer-2 solution to theissues of scalability, high transaction fees, and low transaction throughput of public Blockchain networks. However, the existing works have limitations that curb the wide…

Cryptography and Security · Computer Science 2021-04-06 Jinghui Liao , Fengwei Zhang , Wenhai Sun , Weisong Shi

Decentralized smart contracts enable trustless collaboration but suffer from limited privacy and scalability, which hinders broader adoption. Trusted Execution Environment (TEE) based off-chain execution frameworks offer a promising…

Cryptography and Security · Computer Science 2025-11-07 Keyu Zhang , Andrew Martin

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-24 Christian Göttel , Pascal Felber , Valerio Schiavoni

Large Language Models (LLMs) deployed on mobile devices offer benefits like user privacy and reduced network latency, but introduce a significant security risk: the leakage of proprietary models to end users. To mitigate this risk, we…

Cryptography and Security · Computer Science 2025-11-18 Xunjie Wang , Jiacheng Shi , Zihan Zhao , Yang Yu , Zhichao Hua , Jinyu Gu
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