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Related papers: Designing Trustworthy Layered Attestations

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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

One popular group of defense techniques against adversarial attacks is based on injecting stochastic noise into the network. The main source of robustness of such stochastic defenses however is often due to the obfuscation of the gradients,…

Computer Vision and Pattern Recognition · Computer Science 2022-06-06 Nikola Popovic , Danda Pani Paudel , Thomas Probst , Luc Van Gool

The security of computer systems typically relies on a hardware root of trust. As vulnerabilities in hardware can have severe implications on a system, there is a need for techniques to support security verification activities.…

Cryptography and Security · Computer Science 2024-07-11 Rahul Kande , Hammond Pearce , Benjamin Tan , Brendan Dolan-Gavitt , Shailja Thakur , Ramesh Karri , Jeyavijayan Rajendran

The verification of security protocols is essential, in order to ensure the absence of potential attacks. However, verification results are only valid with respect to the assumptions under which the verification was performed. These…

Logic in Computer Science · Computer Science 2024-11-12 Nisansala P. Yatapanage , Cliff B. Jones

The authenticated broadcast is simulated in the bounded-degree networks to provide efficient broadcast primitives for building efficient higher-layer Byzantine protocols. A general abstraction of the relay-based broadcast system is…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-08 Shaolin Yu , Jihong Zhu , Jiali Yang , Yue Ma

In learning problems, the noise inherent to the task at hand hinders the possibility to infer without a certain degree of uncertainty. Quantifying this uncertainty, regardless of its wide use, assumes high relevance for security-sensitive…

Trustworthiness assessment is an essential step to assure that interdependent systems perform critical functions as anticipated, even under adverse conditions. In this paper, a holistic trustworthiness assessment framework for…

Signal Processing · Electrical Eng. & Systems 2024-08-13 Philipp Peterseil , Bernhard Etzlinger , Jan Horáček , Roya Khanzadeh , Andreas Springer

We present a new and practical framework for security verification of secure architectures. Specifically, we break the verification task into external verification and internal verification. External verification considers the external…

Cryptography and Security · Computer Science 2018-07-06 Jakub Szefer , Tianwei Zhang , Ruby B. Lee

Regulations increasingly call for various assurances from machine learning (ML) model providers about their training data, training process, and model behavior. For better transparency, industry (e.g., Huggingface and Google) has adopted…

Cryptography and Security · Computer Science 2025-03-06 Vasisht Duddu , Oskari Järvinen , Lachlan J Gunn , N Asokan

This paper describes a possible way to improve computer security by implementing a program which implements the following three features related to a weak notion of artificial consciousness: (partial) self-monitoring, ability to compute the…

Artificial Intelligence · Computer Science 2019-05-29 Andrew Powell

Despite their impressive performance on diverse tasks, neural networks fail catastrophically in the presence of adversarial inputs---imperceptibly but adversarially perturbed versions of natural inputs. We have witnessed an arms race…

Machine Learning · Computer Science 2018-11-06 Aditi Raghunathan , Jacob Steinhardt , Percy Liang

Trusted Execution Environments (TEEs) protect sensitive code and data from the operating system, hypervisor, or other untrusted software. Different solutions exist, each proposing different features. Abstraction layers aim to unify the…

Cryptography and Security · Computer Science 2025-12-29 Quentin Michaud , Sara Ramezanian , Dhouha Ayed , Olivier Levillain , Joaquin Garcia-Alfaro

Recently, requirements for the explainability of software systems have gained prominence. One of the primary motivators for such requirements is that explainability is expected to facilitate stakeholders' trust in a system. Although this…

Software Engineering · Computer Science 2021-08-16 Lena Kästner , Markus Langer , Veronika Lazar , Astrid Schomäcker , Timo Speith , Sarah Sterz

High-assurance security systems require strong isolation from the untrusted world to protect the security-sensitive or privacy-sensitive data they process. Existing regulations impose that such systems must execute in a trustworthy…

Cryptography and Security · Computer Science 2022-05-13 Wojciech Ozga , Rasha Faqeh , Do Le Quoc , Franz Gregor , Silvio Dragone , Christof Fetzer

The ongoing trend of moving data and computation to the cloud is met with concerns regarding privacy and protection of intellectual property. Cloud Service Providers (CSP) must be fully trusted to not tamper with or disclose processed data,…

Cryptography and Security · Computer Science 2021-07-14 Luca Wilke , Jan Wichelmann , Florian Sieck , Thomas Eisenbarth

Autonomous and robotic systems are increasingly being trusted with sensitive activities with potentially serious consequences if that trust is broken. Runtime verification techniques present a natural source of inspiration for monitoring…

Cryptography and Security · Computer Science 2023-10-05 Robert Abela , Christian Colombo , Axel Curmi , Mattea Fenech , Mark Vella , Angelo Ferrando

Effective software safety standards will contribute to confidence, or assurance, in the safety of the systems in which the software is used. It is infeasible to demonstrate a correlation between standards and accidents, but there is an…

Software Engineering · Computer Science 2014-04-29 John A. McDermid

Low-trust architectures work on, from the viewpoint of software, always-encrypted data, and significantly reduce the amount of hardware trust to a small software-free enclave component. In this paper, we perform a complete formal…

Hardware Architecture · Computer Science 2023-09-04 Qinhan Tan , Yonathan Fisseha , Shibo Chen , Lauren Biernacki , Jean-Baptiste Jeannin , Sharad Malik , Todd Austin

AI systems increasingly shape critical decisions across personal and societal domains. While empirical risk minimization (ERM) drives much of the AI success, it typically prioritizes accuracy over trustworthiness, often resulting in biases,…

Artificial Intelligence · Computer Science 2024-11-07 Diana Pfau , Alexander Jung

Due to the emergent adoption of distributed systems when building applications, demand for reliability and availability has increased. These properties can be achieved through replication techniques using middleware algorithms that must be…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-26 Rodrigo R. Barbieri , Gustavo M. D. Vieira