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The paper is devoted to studying the performance of a computational pipeline, the number of simultaneously executing stages of which at each time is bounded from above by a fixed number. A look at the restriction as a structural hazard…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-31 Ahmet A. Husainov

This letter presents an approach to guarantee online safety of a cyber-physical system under multiple state and input constraints. Our proposed framework, called gatekeeper, recursively guarantees the existence of an infinite-horizon…

Systems and Control · Electrical Eng. & Systems 2025-08-14 Devansh R. Agrawal , Dimitra Panagou

The use of AI technologies is being integrated into the secure development of software-based systems, with an increasing trend of composing AI-based subsystems (with uncertain levels of performance) into automated pipelines. This presents a…

Software Engineering · Computer Science 2025-07-18 Emanuele Mezzi , Aurora Papotti , Fabio Massacci , Katja Tuma

The increasing integration of Artificial Intelligence across multiple industry sectors necessitates robust mechanisms for ensuring transparency, trust, and auditability of its development and deployment. This topic is particularly important…

Cryptography and Security · Computer Science 2025-03-31 Kar Balan , Robert Learney , Tim Wood

AI agents dynamically acquire tools, orchestrate sub-agents, and transact across organizational boundaries, yet no existing security layer verifies what an agent can do, whether it executed what it claims, or what happened in a multi-agent…

Cryptography and Security · Computer Science 2026-03-23 Ziling Zhou

Frontier AI developers are relying on layers of safeguards to protect against catastrophic misuse of AI systems. Anthropic and OpenAI guard their latest Opus 4 model and GPT-5 models using such defense pipelines, and other frontier…

Computation and Language · Computer Science 2026-02-06 Ian R. McKenzie , Oskar J. Hollinsworth , Tom Tseng , Xander Davies , Stephen Casper , Aaron D. Tucker , Robert Kirk , Adam Gleave

Previous work has suggested that the structural restrictions of graphs from classes of bounded expansion--locally dense pockets in a globally sparse graph--naturally coincide with common properties of real-world networks such as clustering…

Data Structures and Algorithms · Computer Science 2018-04-24 Michael P. O'Brien , Blair D. Sullivan

The dominant industry response to AI-generated code quality problems is to deploy AI reviewers. This paper argues that this response is structurally circular when executable specifications are absent: without an external reference, both the…

Software Engineering · Computer Science 2026-03-30 Christo Zietsman

We evaluate the autonomous cyber-attack capabilities of frontier AI models on two purpose-built cyber ranges-a 32-step corporate network attack and a 7-step industrial control system attack-that require chaining heterogeneous capabilities…

Foundational models of computation often abstract away physical hardware limitations. However, in extreme environments like In-Network Computing (INC), these limitations become inviolable laws, creating an acute trilemma among communication…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-26 Zhiyuan Ren , Mingxuan Lu , Wenchi Cheng

AI for Science (AI4Science) workflows often treat the released dataset as a fixed interface to the underlying system. However, in domains relying on \emph{indirect observation}, the learner observes a derivative representation produced by…

Machine Learning · Computer Science 2026-05-26 Ling Zhan , Xiaoyao Yu , Tao Jia

Cyberattacks on pipeline operational technology systems pose growing risks to energy infrastructure. This study develops a physics-informed simulation and optimization framework for analyzing cyber-physical threats in petroleum pipeline…

Systems and Control · Electrical Eng. & Systems 2025-10-06 Tejaswini Sanjay Katale , Lu Gao , Yunpeng Zhang , Alaa Senouci

Cyber threats continue to evolve in complexity, thereby traditional Cyber Threat Intelligence (CTI) methods struggle to keep pace. AI offers a potential solution, automating and enhancing various tasks, from data ingestion to resilience…

Cryptography and Security · Computer Science 2024-05-24 Lampis Alevizos , Martijn Dekker

We study algorithmic barriers to detecting and repairing a systematic form of structural overspecification in adaptive data-structure selection. An input instance induces an implied workload signature, such as ordering, sparsity, dynamism,…

Computational Complexity · Computer Science 2026-03-27 Faruk Alpay , Levent Sarioglu

The growth of large-scale AI systems is increasingly constrained by infrastructure limits: power availability, thermal and water constraints, interconnect scaling, memory pressure, data-pipeline throughput, and rapidly escalating lifecycle…

General Economics · Economics 2026-01-21 Qi He

This is Paper 6 of a series of formally-verified analyses of masked NTT hardware for post-quantum cryptography; Paper 1 [1] established structural dependency analysis of the QANARY platform, and Paper 2 [2] quantified security margins under…

Cryptography and Security · Computer Science 2026-05-07 Ray Iskander , Khaled Kirah

Manufacturing lines, service journeys, supply chains, and AI reasoning chains share a common challenge: attributing a terminal outcome to the intermediate stage that caused it. We establish an information-theoretic barrier to this credit…

Machine Learning · Statistics 2026-02-16 Seyed Morteza Emadi

Existing legal frameworks on AI rely on training compute thresholds as a proxy to identify potentially-dangerous AI models and trigger increased regulatory attention. In the United States, Section 4.2(a) of Executive Order 14110 instructs…

Computers and Society · Computer Science 2025-02-04 Matteo Pistillo , Pablo Villalobos

AI systems improve by drawing on more compute, data, energy, and better training methods. This paper asks a precise, testable version of the "runaway growth" question: under what measurable conditions could capability escalate without bound…

Computer Vision and Pattern Recognition · Computer Science 2025-11-17 Akbar Anbar Jafari , Cagri Ozcinar , Gholamreza Anbarjafari

As AI systems become increasingly capable, safety strategies must be evaluated not only by how much they reduce present risk, but by whether they could sustain safety once external control can no longer reliably constrain system behavior.…

Artificial Intelligence · Computer Science 2026-05-14 James M. Mazzu
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