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Educators have faced new challenges in effective course assessment during the recent, unprecedented shift to remote online learning during the COVID-19 pandemic. In place of typical proctored, timed exams, instructors must now rethink their…

Computers and Society · Computer Science 2020-09-04 Gili Rusak , Lisa Yan

Set-based state estimation provides guaranteed state inclusion certificates that are crucial for the safety verification of dynamical systems. However, when system sensors are subject to cyberattacks, maintaining both safety and security…

Systems and Control · Electrical Eng. & Systems 2025-08-28 M. Umar B. Niazi , Michelle S. Chong , Amr Alanwar , Karl H. Johansson

In this paper we present attestable builds, a new paradigm to provide strong source-to-binary correspondence in software artifacts. We tackle the challenge of opaque build pipelines that disconnect the trust between source code, which can…

Cryptography and Security · Computer Science 2025-10-27 Daniel Hugenroth , Mario Lins , René Mayrhofer , Alastair Beresford

General-purpose operating systems (GPOS), such as Linux, encompass several million lines of code. Statistically, a larger code base inevitably leads to a higher number of potential vulnerabilities and inherently a more vulnerable system. To…

Cryptography and Security · Computer Science 2022-09-14 Samuel Pereira , Joao Sousa , Sandro Pinto , José Martins , David Cerdeira

Token identity is semantic information for measurement-bearing expressions. Intervals, dimension tags, and token-erased syntax can say what values a measured leaf may take, but they cannot say whether two occurrences name the same…

Logic in Computer Science · Computer Science 2026-05-01 David B. Hulak , Arthur F. Ramos , Ruy J. G. B. de Queiroz

Kettle is an attested build system that produces cryptographically verifiable provenance for software built inside Trusted Execution Environments (TEEs). A Kettle build records the source commit, dependency set, toolchain, build…

Cryptography and Security · Computer Science 2026-05-12 Amean Asad , André Arko

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

Confidential Computing has emerged to address data security challenges in cloud-centric deployments by protecting data in use through hardware-level isolation. However, reliance on a single hardware root of trust (RoT) limits user…

Cryptography and Security · Computer Science 2024-12-13 Ketong Shang , Jiangnan Lin , Yu Qin , Muyan Shen , Hongzhan Ma , Wei Feng , Dengguo Feng

We propose and implement a Privacy-preserving Federated Learning ($PPFL$) framework for mobile systems to limit privacy leakages in federated learning. Leveraging the widespread presence of Trusted Execution Environments (TEEs) in high-end…

Cryptography and Security · Computer Science 2021-06-30 Fan Mo , Hamed Haddadi , Kleomenis Katevas , Eduard Marin , Diego Perino , Nicolas Kourtellis

Internet of Things (IoT) devices sit at the intersection of unwieldy software complexity and unprecedented attacker access. This unique position comes with a daunting security challenge: how can I protect both proprietary code and…

Cryptography and Security · Computer Science 2023-10-26 Prakhar Sah , Matthew Hicks

Trusted Execution Environments (TEEs) on low-power microcontrollers (e.g., ARM TrustZone-M) enable isolation of Secure and Non-Secure software but still require both worlds to share resources, including interrupt controllers. In this model,…

Cryptography and Security · Computer Science 2026-04-29 Antonio Joia Neto , Amarin Laohajirapan , Norrathep Rattanavipanon , Ivan De Oliveira Nunes

Digital services have been offered through remote systems for decades. The questions of how these systems can be built in a trustworthy manner and how their security properties can be understood are given fresh impetus by recent hardware…

Cryptography and Security · Computer Science 2023-04-18 Kubilay Ahmet Küçük , Andrew Martin

This paper considers a cyber-physical system under an active eavesdropping attack. A remote legitimate user estimates the state of a linear plant from the state information received from a sensor. Transmissions from the sensor occur via an…

Systems and Control · Electrical Eng. & Systems 2023-08-21 Matthew Crimson , Justin M. Kennedy , Daniel E. Quevedo

Representation learning (RL) methods for cyberattack detection face the diversity and sophistication of attack data, leading to the issue of mixed representations of different classes, particularly as the number of classes increases. To…

Cryptography and Security · Computer Science 2025-04-30 Phai Vu Dinh , Quang Uy Nguyen , Thai Hoang Dinh , Diep N. Nguyen , Bao Son Pham , Eryk Dutkiewicz

The latest generation of Intel processors supports Software Guard Extensions (SGX), a set of instructions that implements a Trusted Execution Environment (TEE) right inside the CPU, by means of so-called enclaves. This paper presents…

Performance · Computer Science 2019-06-27 Sébastien Vaucher , Valerio Schiavoni , Pascal Felber

MLaaS (Machine Learning as a Service) has become popular in the cloud computing domain, allowing users to leverage cloud resources for running private inference of ML models on their data. However, ensuring user input privacy and secure…

Cryptography and Security · Computer Science 2024-04-12 Kishore Rajasekar , Randolph Loh , Kar Wai Fok , Vrizlynn L. L. Thing

Etymologically, in Latin expresses "educare", that means to bring out, or be engaged in the infinite process of learning to present to the society as a valuable citizen. However, unfortunately especially in third world countries, education…

Computers and Society · Computer Science 2012-11-20 Rivindu Perera

Self-hosted computer-use agents (SHCUAs), such as OpenClaw, combine natural-language interaction with direct access to host-side resources, including browsers, files, scripts, system commands, and external communication channels. While…

Cryptography and Security · Computer Science 2026-05-08 Di Lu , Bo Zhang , Xiyuan Li , Yongzhi Liao , Xuewen Dong , Yulong Shen , Zhiquan Liu , Jianfeng Ma

Safe exploration is critical for using reinforcement learning (RL) in risk-sensitive environments. Recent work learns risk measures which measure the probability of violating constraints, which can then be used to enable safety. However,…

Machine Learning · Computer Science 2021-12-08 Michael Luo , Ashwin Balakrishna , Brijen Thananjeyan , Suraj Nair , Julian Ibarz , Jie Tan , Chelsea Finn , Ion Stoica , Ken Goldberg

The rapid integration of AI into education has prioritized capability over trustworthiness, creating significant risks. Real-world deployments reveal that even advanced models are insufficient without extensive architectural scaffolding to…

Computers and Society · Computer Science 2026-01-13 Abu Syed
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