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edge computing

2,919 papers

#edge computing Open access Sep 2026

9) Tactical Edge-to-Military Data Center Workload Migration for Resilient C5I Operations Under D-DIL Conditions

This study develops a defense-oriented framework for tactical edge-to-military data center workload migration for resilient c5i operations under d-dil conditions within an integrated military C5I environment. The research addresses the engineering problem of maintaining mission information advantage when physical infra...

M. Rizwan Yasin · 0 citations
#edge computing Open access Sep 2026

The Guarino Infrastructure Dependency Metric: Buffered Edges as a Complete Dimensionless Basis for Interdependent Infrastructure

Paper I of the Guarino Infrastructure Dependency Metric (GIDM). First revision, 20 September 2026. DOI 10.5281/zenodo.22864280. Infrastructure fails in chains. The February 2021 freeze in Texas began at frozen wellheads, ran through load-shed gas processing plants, took 61,800 MW of generation offline, and ended in boi...

Brian Guarino · 0 citations
#edge computing Open access Sep 2026

THEORETICAL FOUNDATIONS AND IMPLEMENTATION OPPORTUNITIES OF ARTIFICIAL INTELLIGENCE AND COMPUTER VISION TECHNOLOGIES IN AUTOMATING METROPOLITAN ESCALATORS.

This study examines real-time monitoring and automatic management of passenger flow on metropolitan escalators using artificial intelligence and computer vision technologies. The aim is to develop the conceptual foundations of an automatic hazard detection system based on deep learning algorithms (CNN, YOLO, transforme...

Humoyun Pardaboyev, Bakhodir Zaripov · 0 citations
#edge computing Open access Sep 2026

Deep Permutation Networks: Layerwise Invariant Manifolds, Closed-Form Attractor Splicing, and Zero-Backpropagation Topological Learning

For four decades, deep artificial neural networks have relied on continuous vector spaces, dense floating-point General Matrix Multiplications (GEMM: hl+1 = σ(Wlhl + bl)), and gradient-based backpropagation. While effective in data centers, this paradigm incurs severe thermodynamic, memory bandwidth, and numerical stab...

A. Emre Cetin · 0 citations
#edge computing Open access Sep 2026

The Structure of Admissibility: Bivalent Qualification, Exhaustion, and the Unique Admissible Interior

This paper develops the next foundational layer of the AASC formalism: the exact structure of admissibility once non-degenerate determinate construction has already incurred the kernel roles of Admissibility, Standing, Reference, and Irreversibility. Its central contribution is to distinguish three questions that are o...

Amos Jay Maley · 0 citations
#edge computing Open access Sep 2026

The Flag Universe: A Closed Regge Double over the Icosahedral Flag Complex, its String Matter, and the Conjugation Tower (INDYNA Research Note 24)

The common refinement of the icosahedral edge shell and its Galois shadow (the great-icosahedron chords) on the sphere is computed exactly: each visible edge crosses exactly one shadow edge, the shadow edges cross each other twenty times, and the refined sphere is the barycentric subdivision of the icosahedron — $V=62$...

Arber Gishto · 2 citations
#edge computing Open access Sep 2026

PQMDSBS: Post-quantum multivariate digital signature-based blockchain security scheme for mobile edge IoT applications

Integration of Internet of Things (IoT) and Edge Computing (EC) presents significant challenges, particularly in guaranteeing secure communication amid IoT devices and cloud systems formerly to data aggregation. Existing aggregation schemes often compromise on cost-effectiveness while struggling to preserve data integr...

R. T. Rajappa, P. S. Periyasamy, K. K. Kanagasabai · 0 citations
#edge computing Sep 2026

Energie-efficiënte Edge Computing

The Internet of Things (IoT) is expected to reach up to 41 billion connected devices by 2030, driving a shift from centralised cloud computing toward edge computing, in which sensing, processing, and decision-making are performed closer to the data source. This shift reduces latency, bandwidth usage, and dependence on...

Yinze Li · 0 citations
#edge computing Open access Sep 2026

Adding One Chord Destroys Only the Property That Has a Local Certificate ── Add one chord to a hexagon and 2 vertices acquire odd degree, so the Euler circuit vanishes ── yet the number of Hamiltonian cycles stays at 2 ── [Paper 508]

Tracing every edge and visiting every vertex are taken to be two forms of one problem. This paper shows that adding one and the same edge destroys only one of them──one has a certificate at each vertex and the other has none. No new theorem or law is claimed. Scope of this paper (scope note): No new theorem or law is c...

Yuuki Yamagishi · 0 citations
#edge computing Open access Nov 2026

Soft state-of-charge estimation for adsorption energy storage: Black-box and physics-informed approaches

The proposed PINN introduces a specialized physical loss coupling thermochemical energy balances with adsorption kinetics, driven by instantaneous edge inputs for direct SOC tracking, and demonstrates higher predictive accuracy than the conventional NN across all key outputs, relative to a high-fidelity white-box dynam...

Mustapha Habib, V. Palomba, M. Gado et al. · 0 citations
#artificial intelligence Review Open access Aug 2026

The Coordination Compression Trap: A Dynamic Model of AI-Enabled Productivity, Verification Debt, and Organisational Resilience in Global Knowledge Firms

Aims: This study develops a dynamic explanation for the gap between task-level artificial intelligence productivity and durable enterprise value. It introduces verification debt, the accumulated stock of unverified assumptions, weak review, concealed dependencies, deferred validation, and capability loss. Study Design:...

Kwan-Hong Tan · 4 citations
#edge computing Conference Sep 2026

Uncertainty-aware background subtraction and semantic-guided denoising for adverse environments

In edge computing scenarios such as unmanned aerial vehicle (UAV) patrol and vehicular perception, moving object extraction is highly susceptible to failure under low-light, inclement weather, and low-framerate conditions because of constrained sensor signal-to-noise ratio (SNR) and environmental interference. Existing...

Ru-Jing Ai, Jing-Hao Dai, Li-Yun Zhang et al. · 0 citations

From tech blogs

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MIT News · Artificial Intelligence Oct 28, 2026

Making machines that can listen

Professor Paris Smaragdis develops computers with superhuman hearing for applications like speech recognition, music understanding, and environmental monitoring.

Microsoft Research Blog Oct 21, 2026

Solving a 31-year-old grand challenge in mathematics – the KLS conjecture

For decades, a fundamental question about the difficulty of computing in high-dimensional spaces has resisted proof. New research resolves this question, removing a major theoretical obstacle to understanding the efficiency of randomized algorithms used across science and computing. The Kannan–Lovász–Simonovits (KLS) conjecture was proposed in 1995. It asks whether, for a broad class of high-dimensional […] The post Solving a 31-year-old grand challenge in mathematics – the KLS conjecture appear…

MIT News · Artificial Intelligence Oct 15, 2026

AI model decodes the language cells use to communicate

A new computational approach reveals how cells communicate to assemble into tissues. This could accelerate stem cell engineering, improve disease models, and inform therapies.

Microsoft Research Blog Oct 15, 2026

Proof-based general-purpose computing with Magnetar

Zero-knowledge proofs can verify computing results without rerunning workloads or exposing sensitive data. Magnetar helps bring them into the mainstream with support for standard programming languages, major speed gains, and quantum-resistant security. The post Proof-based general-purpose computing with Magnetar appeared first on Microsoft Research.

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