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Traditional Identity and Access Management (IAM) systems, primarily designed for human users or static machine identities via protocols such as OAuth, OpenID Connect (OIDC), and SAML, prove fundamentally inadequate for the dynamic,…

Cryptography and Security · Computer Science 2025-05-30 Ken Huang , Vineeth Sai Narajala , John Yeoh , Jason Ross , Ramesh Raskar , Youssef Harkati , Jerry Huang , Idan Habler , Chris Hughes

Autonomous AI agent ecosystems require stronger mechanisms for secure discovery, identity verification, capability attestation, and policy governance. Current deployments frequently lack (1) uniform agent discovery, (2) cryptographic agent…

Cryptography and Security · Computer Science 2026-05-01 Akshay Mittal , Elyson De La Cruz

The rise of autonomous AI agents exposes a fundamental flaw in API-centric architectures: probabilistic systems directly execute state mutations without sufficient context, coordination, or safety guarantees. We introduce OpenKedge, a…

Artificial Intelligence · Computer Science 2026-04-13 Jun He , Deying Yu

Autonomous vehicles (AVs) rely on pervasive connectivity to enable cooperative and safety-critical applications, but this connectivity also exposes them to a wide range of cybersecurity threats. Existing perimeter-based security and…

Cryptography and Security · Computer Science 2025-12-25 Amal Yousseef , Shalaka Satam , Banafsheh Saber Latibari , Mai Abdel-Malek , Soheil Salehi , Pratik Satam

This paper presents a novel, structured decision support framework that systematically aligns diverse artificial intelligence (AI) agent architectures, reactive, cognitive, hybrid, and learning, with the comprehensive National Institute of…

Artificial Intelligence · Computer Science 2025-10-03 Masike Malatji

When training a machine learning model, it is standard procedure for the researcher to have full knowledge of both the data and model. However, this engenders a lack of trust between data owners and data scientists. Data owners are…

Cryptography and Security · Computer Science 2020-09-24 Will Abramson , Adam James Hall , Pavlos Papadopoulos , Nikolaos Pitropakis , William J Buchanan

Agentic AI systems plan, use tools, maintain state, and produce multi-step trajectories with external effects. Those properties create a governance problem that differs materially from single-turn generative AI: important risks emerge dur-…

Artificial Intelligence · Computer Science 2026-04-08 Christopher Koch

The growing societal reliance on artificial intelligence necessitates robust frameworks for ensuring its security, accountability, and trustworthiness. This thesis addresses the complex interplay between privacy, verifiability, and…

Cryptography and Security · Computer Science 2025-09-03 Tobin South

Agentic AI systems present both significant opportunities and novel risks due to their capacity for autonomous action, encompassing tasks such as code execution, internet interaction, and file modification. This poses considerable…

Artificial Intelligence · Computer Science 2025-12-30 Shaun Khoo , Jessica Foo , Roy Ka-Wei Lee

Agentic AI systems plan, use tools, maintain state, and act across multi-step workflows with external effects, meaning trustworthy deployment can no longer be judged by task completion alone. The current literature remains fragmented across…

Software Engineering · Computer Science 2026-04-23 Christopher Koch , Joshua Andreas Wellbrock

Autonomous underwater vehicles (AUVs) and sensor nodes increasingly support decentralized sensing and coordination in the Internet of Underwater Things (IoUT), yet most deployments rely on static trust once authentication is established,…

Multiagent Systems · Computer Science 2026-04-07 Ali Akarma , Toqeer Ali Syed , Abdul Khadar Jilani , Salman Jan , Hammad Muneer , Muazzam A. Khan , Changli Yu

Alternative Assets tokenization is transforming non-traditional financial instruments are represented and traded on the web. However, ensuring trustworthiness in web-based tokenized ecosystems poses significant challenges, from verifying…

Cryptography and Security · Computer Science 2025-07-02 Ailiya Borjigin , Wei Zhou , Cong He

We argue that trustworthy AI agents, especially in high-stakes and policy-governed domains, should make execution conditional on certified traces rather than rely only on stronger generative models, output-level guardrails, or post-hoc…

Computational Engineering, Finance, and Science · Computer Science 2026-05-26 Xiao-Yang Liu Yanglet , Xiaodong Wang , Agostino Capponi

The field of Artificial Intelligence is undergoing a transition from Generative AI -- probabilistic generation of text and images -- to Agentic AI, in which autonomous systems execute actions within external environments on behalf of users.…

Artificial Intelligence · Computer Science 2026-03-02 Sheng Cao , Zhao Chang , Chang Li , Hannan Li , Liyao Fu , Ji Tang

Data lakehouses run sensitive workloads, where AI-driven automation raises concerns about trust, correctness, and governance. We argue that API-first, programmable lakehouses provide the right abstractions for safe-by-design, agentic…

Artificial Intelligence · Computer Science 2025-10-13 Jacopo Tagliabue , Ciro Greco

Automated verification of security protocols based on dynamic root of trust, typically relying on protected hardware such as TPM, involves several challenges that we address in this paper. We model the semantics of trusted computing…

Cryptography and Security · Computer Science 2018-07-24 Sergiu Bursuc , Christian Johansen , Shiwei Xu

Prior work on trustworthy AI emphasizes model-internal properties such as bias mitigation, adversarial robustness, and interpretability. As AI systems evolve into autonomous agents deployed in open environments and increasingly connected to…

Artificial Intelligence · Computer Science 2026-05-06 Wenyue Hua , Tianyi Peng , Chi Wang , Jiaxin Pei , Ian Kaufman , Bryan Lim , Chandler Fang

Our computing ecosystem is being transformed by two emerging paradigms: the increased deployment of agentic AI systems and advancements in quantum computing. With respect to agentic AI systems, one of the most critical problems is creating…

Machine Learning · Computer Science 2026-05-19 Sepideh Avizheh , Tushin Mallick , Alina Oprea , Cristina Nita-Rotaru , Reihaneh Safavi-Naini

The rapid development of Internet of Things (IoT) technology has led to growing concerns about data security and user privacy in the interactions within distributed systems. Decentralized Applications (DApps) in distributed systems consist…

Cryptography and Security · Computer Science 2026-01-13 Xiangyu Liu , Brian Lee , Yuansong Qiao

We present Semantic Fusion (SF), a formal framework for decentralized semantic coordination in multi-agent systems. SF allows agents to operate over scoped views of shared memory, propose structured updates, and maintain global coherence…

Multiagent Systems · Computer Science 2026-02-13 Sofiya Zaichyk