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edge computing

2,492 papers

#edge computing Sep 2026

Challenges in Bridging Pure and Applied Mathematics Trends for Future Innovations

This study examines the opinions of mathematicians regarding the need to bridge pure and applied mathematics in the context of cutting-edge technologies, such as artificial intelligence, quantum computing, and climate modelling. It identifies notable disparities in perceived intellectual rigour, favouring pure mathemat...

Aruna Kalkur T, Rakshitha K, Shivakiran Shivakiran · 0 citations
#edge computing Open access Sep 2026

An exact identity between electromagnetic and scalar vacuum response on circular worldlines

**v1.3 (9/21/2026]) — scope and prior-art correction. No computed value changes.** An external literature check and an independent derivation found two things. (1) The Letter's master identity,G_EM = −2 ∂²_s G_sc, is not specific to circular motion: in Feynman gauge it holds for every worldline in flatspacetime (three-...

John Maggio · 0 citations
#edge computing Open access Sep 2026

An edge-adaptive vision-language framework for real-time open-set violence recognition in surveillance videos

Low-latency violent event detection is essential for intelligent edge surveillance. Current violent recognition models suffer three critical deployment drawbacks: prohibitive computational overhead from full fine‑tuning, inadequate temporal modeling for continuous video streams, and severe performance degradation whe...

Bei-Bei Bian, Dong-Hui Zhang, Jia-Mu Bai · 0 citations
#explainable ai Book Open access Sep 2026

THE EL-RAKHAWI SOVEREIGN HEALTH PROTOCOL Electronic Health Records and Post-Quantum Defense in the Age of Medical AI Il Protocollo El-Rakhawi Sanitario Sovrano: Fascicolo Sanitario Elettronico e Difesa Post-Quantica nell'Era dell'IA Medica

"The El-Rakhawi Sovereign Health Protocol" by Dr. Mohamed Kamal Arafa Elrakhawi establishes a foundational framework for digital health sovereignty. It asserts medical data is a sovereign extension of the human body, not a corporate asset. The Protocol mandates four pillars: absolute patient ownership via cryptographic...

mohamed kamal arafa el-rakhawi · 0 citations
#explainable ai Book Open access Sep 2026

THE EL-RAKHAWI SOVEREIGN HEALTH PROTOCOL Electronic Health Records and Post-Quantum Defense in the Age of Medical AI Il Protocollo El-Rakhawi Sanitario Sovrano: Fascicolo Sanitario Elettronico e Difesa Post-Quantica nell'Era dell'IA Medica

"The El-Rakhawi Sovereign Health Protocol" by Dr. Mohamed Kamal Arafa Elrakhawi establishes a foundational framework for digital health sovereignty. It asserts medical data is a sovereign extension of the human body, not a corporate asset. The Protocol mandates four pillars: absolute patient ownership via cryptographic...

mohamed kamal arafa el-rakhawi · 0 citations
#edge computing Open access Sep 2026

Closure by Exhaustion for Same-Scope Operators under Admissibility

Operator Saturation, Grounded Authority, and Conservative Construction This paper establishes the operator-level closure theorem for same-scope admissibility-bearing construction. Its central question is whether a proposed operation can acquire new authority over an unchanged original object, question, occurrence, admi...

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

SYNTRA: An Entropy-Optimized, Mathematically Formalized Interlinguistic Protocol for M2M, LLM, and Human-Cognitive Architecture

SYNTRA: An Entropy-Optimized, Mathematically Formalized Interlinguistic Protocol for M2M, LLM, and Human-Cognitive Architecture Author: Yildiray Yildirim (Born: 15.02.1985, Independent Systems Architect) Date: September 20, 2026 Repository Identifier: Zenodo Technical Report / DOI-Pending Abstract Modern generative art...

Yildiray Yildirim · 0 citations
#edge computing Open access Sep 2026

Physical Limits of Hyperscale Data Centers and a Theoretical Framework for Sustainable Computing via Edge Decentralization, Photonic Convergence, and Neuromorphic Co-Design

概要 (Description / Abstract) 人工知能(AI)の大規模基盤モデル化に伴い、ハイパースケール・データセンターに依存する集中型計算基盤は、電力網への過負荷、冷却インフラの熱力学的限界(デナード・スケーリング崩壊)、および送電網接続容量の枯渇という深刻な物理的ボトルネックに直面しています。これに対し、一部で提唱される「データセンタ...

Yoko Hasebe · 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 · 0 citations
#edge computing Open access Sep 2026

Real-Time Aerodynamic Flow Reconstruction from Ultra-Sparse Sensors via Deep Permutation Networks (DPN) and Idempotent Physical Projections

Real-time estimation of full unsteady aerodynamic flow fields $\mathbf{u}(\mathbf{x}, t) = (u, v)$ from ultra-sparse discrete sensor observations (e.g., $M \le 10$ point velocity probes across thousands of grid cells) is a foundational challenge in active flow control, wind tunnel telemetry, and unmanned aerial vehicle...

A. Emre Cetin · 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 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

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Microsoft Research Blog Oct 6, 2026

What AI gets wrong and what failure teaches us

Jennifer Neville did not want to go into computer science—but that’s exactly where she landed. Neville discusses the starts and stops that led to her professional sweet spot and her work identifying “surprising failures” making it hard for AI to handle complexity.  The post What AI gets wrong and what failure teaches us appeared first on Microsoft Research.

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