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To break the bottlenecks of mainstream cloud-based machine learning (ML) paradigm, we adopt device-cloud collaborative ML and build the first end-to-end and general-purpose system, called Walle, as the foundation. Walle consists of a…

We present a process for the development of safety and security critical components in transportation systems targeting a high-level certification (CENELEC 50126/50128, DO 178, CC ISO/IEC 15408). The process adheres to the objectives of an…

Software Engineering · Computer Science 2019-05-17 Sergio Bezzecchi , Paolo Crisafulli , Charlotte Pichot , Burkhart Wolff

Autonomous AI agents now transact at production scale -- 69,000 bots executing 165 million transactions across 50 million USDC in cumulative volume on a single marketplace -- without any shared trust layer between participants. Regulatory…

Cryptography and Security · Computer Science 2026-05-11 Lars Kersten Kroehl

Verification of microkernels, device drivers, and crypto routines requires analyses at the binary level. In order to automate these analyses, in the last years several binary analysis platforms have been introduced. These platforms share a…

Programming Languages · Computer Science 2019-01-23 Andreas Lindner , Roberto Guanciale , Roberto Metere

Data theft and leakage, caused by external adversaries and insiders, demonstrate the need for protecting user data. Trusted Execution Environments (TEEs) offer a promising solution by creating secure environments that protect data and code…

Cryptography and Security · Computer Science 2024-11-05 Kosei Akama , Yoshimichi Nakatsuka , Korry Luke , Masaaki Sato , Keisuke Uehara

The growing pervasiveness of Internet of Things (IoT) expands the attack surface by connecting more and more attractive attack targets, i.e. embedded devices, to the Internet. One key component in securing these devices is software…

Cryptography and Security · Computer Science 2018-11-20 Mahmoud Ammar , Mahdi Washha , Bruno Crispo

Remote attestation is one of the ways to verify the state of an untrusted device. Earlier research has attempted remote verification of a devices' state using hardware, software, or hybrid approaches. Majority of them have used Attestation…

Cryptography and Security · Computer Science 2021-01-19 Avani Dave , Monty Wiseman , David Safford

Trusted Execution Environments (TEEs) allow the secure execution of code on remote systems without the need to trust their operators. They use static attestation as a central mechanism for establishing trust, allowing remote parties to…

Cryptography and Security · Computer Science 2026-04-01 Claudius Pott , Luca Wilke , Jan Wichelmann , Thomas Eisenbarth

Machine-learning (ML) models are increasingly being deployed on edge devices to provide a variety of services. However, their deployment is accompanied by challenges in model privacy and auditability. Model providers want to ensure that (i)…

Cryptography and Security · Computer Science 2024-04-02 Sandra Siby , Sina Abdollahi , Mohammad Maheri , Marios Kogias , Hamed Haddadi

Self-evolution of multimodal large language models (MLLMs) remains a critical challenge: pseudo-label-based methods suffer from progressive quality degradation as model predictions drift, while template-based methods are confined to a…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Yongrui Heng , Chaoya Jiang , Han Yang , Shikun Zhang , Wei Ye

Frontier AI models pose increasing risks to public safety and international security, creating a pressing need for AI developers to provide credible guarantees about their development activities without compromising proprietary information.…

Cryptography and Security · Computer Science 2025-06-19 James Petrie , Onni Aarne

Over the last decade, the cloud computing landscape has transformed from a centralised architecture made of large data centres to a distributed and heterogeneous architecture embracing edge and IoT units. This shift has created the…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-28 Jämes Ménétrey , Marcelo Pasin , Pascal Felber , Valerio Schiavoni

The use of autonomous vehicles in real-world applications is often precluded by the difficulty of providing safety guarantees for their complex controllers. The simulation-based testing of these controllers cannot deliver sufficient safety…

Software Engineering · Computer Science 2025-03-21 Simon Foster , Mario Gleirscher , Radu Calinescu

To identify security vulnerabilities in Android applications, numerous static application security testing (SAST) tools have been proposed. However, it poses significant challenges to assess their overall performance on diverse…

Software Engineering · Computer Science 2024-10-29 Jingyun Zhu , Kaixuan Li , Sen Chen , Lingling Fan , Junjie Wang , Xiaofei Xie

During the past few years, we have witnessed various efforts to provide confidentiality and integrity for applications running in untrusted environments such as public clouds. In most of these approaches, hardware extensions such as Intel…

Cryptography and Security · Computer Science 2025-11-25 Robert Krahn , Nikson Kanti Paul , Franz Gregor , Do Le Quoc , Andrey Brito , André Martin , Christof Fetzer

Since the advent of parallel algorithms in the C++17 Standard Template Library (STL), the STL has become a viable framework for creating performance-portable applications. Given multiple existing implementations of the parallel algorithms,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-12 Ruben Laso , Diego Krupitza , Sascha Hunold

Trusted Execution Environments (TEEs), such as Intel Software Guard eXtensions (SGX), are considered as a promising approach to resolve security challenges in clouds. TEEs protect the confidentiality and integrity of application code and…

Cryptography and Security · Computer Science 2020-12-14 Robert Krahn , Donald Dragoti , Franz Gregor , Do Le Quoc , Valerio Schiavoni , Pascal Felber , Clenimar Souza , Andrey Brito , Christof Fetzer

Current DAO governance praxis limits organizational expressivity and reduces complex organizational decisions to token-weighted voting due to on-chain computational limits. This paper proposes verifiable off-chain computation (leveraging…

Computer Science and Game Theory · Computer Science 2025-12-30 Jake Hartnell , Eugenio Battaglia

As an essential technology underpinning trusted computing, the trusted execution environment (TEE) allows one to launch computation tasks on both on- and off-premises data while assuring confidentiality and integrity. This article provides…

Cryptography and Security · Computer Science 2023-02-24 Xiaoguo Li , Bowen Zhao , Guomin Yang , Tao Xiang , Jian Weng , Robert H. Deng

WebAssemly is an emerging runtime for Web applications and has been supported in almost all browsers. Recently, WebAssembly is further regarded to be a the next-generation environment for blockchain applications, and has been adopted by…

Cryptography and Security · Computer Science 2021-01-12 Shuyu Zheng , Haoyu Wang , Lei Wu , Gang Huang , Xuanzhe Liu