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edge computing

2,752 papers

#edge computing Open access Aug 2026

SIGN-AIR: real-time sign language recognition and translation using gesture-aware neural networks on aerial robotic platforms

The technical feasibility of the proposed UAV-assisted recognition framework under the evaluated experimental conditions is demonstrated and its potential to support communication in scenarios where fixed-camera systems may be affected by occlusions, limited fields of view, or environmental variability is indicated.

Hafsa Waheed, Ghulam E. Mustafa Abro, S. Memon et al. · 0 citations
#edge computing Open access Aug 2026

"It Must Appear" Does Not Tell You When ── Checking R(5,5) by Exhaustion Would Take 10^271.8 Colourings, 191.8 Orders More Than There Are Atoms in the Universe ── Existence Can Be Proved; Size Is Not Given ── [Paper 302]

Ramsey’s theorem says that if it is large enough, order must appear. This paper asks how large “large enough” is──the answer is the theorem does not say. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathematical theorem and no new law is claimed──Ramsey’s theorem, the...

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

Psychiatric Diagnostic Assistant Device (PDAD)

Privacy-Preserving Edge Computing System for Continuous Behavioral Biomarker Extraction and Closed-Loop Psychiatric Diagnostic Inference

M. A. N. Makeen · 0 citations
#edge computing Open access Aug 2026

A Strategy That Wins 99.9999% of the Time Has Expectation Exactly 0 ── Push the Win Rate Towards 1 and the Loss Grows at the Same Speed ── The Fence Is Built of Capital, Not Probability, and Doubling Merely Multiplies the Standard Deviation by 1024 ── [Paper 298]

The doubling strategy──stake twice as much after every loss──can push the win rate arbitrarily close to 1. This paper asks whether the expectation moves with it──the answer is it stays exactly 0. No new mathematical theorem and no new law is claimed. Scope of this paper (scope note): No new mathematical theorem and no...

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

The mechanics of the inverted-U: an exact linear theory of reproducible dimensionality, and what governs its rise and fall

A companion paper (doi:10.5281/zenodo.22168191, "What must a theory of perturbational complexity explain?") consolidated nine constraints and challenged any theory to pass them — including C3: debiased perturbational complexity (R-dim, the reproducible dimensionality of the evoked response) is an inverted-U in network...

Nicolás Federico Galindez · 0 citations
#edge computing Open access Aug 2026

BioMCP-TS v0.8.0: a zero-config Model Context Protocol server for biomedical data federation and in-process WebAssembly analysis

Archived source release of BioMCP-TS v0.8.0 (npm package biomcp): 41 core tools across 15 registration modules federating 33 verified upstream data hosts, plus optional plugin sets for read-only SQL analytics and in-process WebAssembly compute (Bioconductor DESeq2/edgeR/limma under webR; samtools/bedtools/bcftools unde...

Ye Yuan · 0 citations
#edge computing Open access Aug 2026

The Displacement Current Is Not a Current ── Not One Charge Crosses between the Plates, and Still a Magnetic Field Stands ── The Field Computed from Inside and from Outside Meets Exactly at the Rim ── [Paper 267]

Between the plates of a charging capacitor, not one charge crosses. And still a magnetic field stands there. This paper asks what, then, a current is──the answer is not the motion of charge. What closes Ampere's law is what has been called a current. No new mathematical theorem and no new law is claimed. Scope of this...

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

Psychiatric Diagnostic Assistant Device (PDAD)

Privacy-Preserving Edge Computing System for Continuous Behavioral Biomarker Extraction and Closed-Loop Psychiatric Diagnostic Inference

M. A. N. Makeen · 0 citations
#edge computing Open access Aug 2026

Privacy-Preserving Closed-Loop Edge AI for Continuous Behavioral Biomarker Extraction and Psychiatric Diagnostic Inference

Publication status. This manuscript is a critical narrative review and translational framework, not a registered systematic review or meta-analysis. It synthesizes targeted peer-reviewed biomedical and engineering literature, methodological guidance, and the supplied PDAD dossier. The evidence is used to separate estab...

M. A. N. Makeen · 0 citations
#edge computing Dataset Open access Aug 2026

A Combinatorial Dataset of Blackjack House Edge and Basic Strategy Across 24 Rule Sets

Exact house edge and complete basic-strategy decision tables for 24 common blackjack rule sets (1/2/6 decks × S17/H17 × DAS/NDAS × LS/NLS), computed with a combinatorial total-dependent expected-value engine. Validated against established references: 6-deck S17 DAS LS = 0.485% (Wizard of Odds). Version 2.0 — published...

Damir Agonyan · 0 citations
#edge computing Open access Aug 2026

Privacy-Preserving Closed-Loop Edge AI for Continuous Behavioral Biomarker Extraction and Psychiatric Diagnostic Inference

Publication status. This manuscript is a critical narrative review and translational framework, not a registered systematic review or meta-analysis. It synthesizes targeted peer-reviewed biomedical and engineering literature, methodological guidance, and the supplied PDAD dossier. The evidence is used to separate estab...

M. A. N. Makeen · 0 citations
#edge computing Open access Aug 2026

Black Holes in Induced E8 Gravity: the Inherited Area Law, Three Uniquenesses of Ten Dimensions, and the Horizon's Ledger

The quarter in the Bekenstein–Hawking entropy is one of the most quoted numbers in physics, and one that no closed framework derives from first principles. This paper reports what happens to that number inside a framework whose gravity is induced rather than fundamental — manufactured at one loop by an underlying E8 fi...

E.U.O. · 0 citations

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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.

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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