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edge computing

2,370 papers

#edge computing Open access Oct 2026

Ultralytics YOLO

🌟 Summary v8.4.172 makes oriented-box cropping work as expected and improves reliability across model training, export, dataset handling, and deployment. 📊 Key Changes Rotation-aligned OBB crops: save_crop=True and ObjectCropper now save crops upright and aligned to each oriented bounding box. Areas extending beyond...

Glenn Jocher, Jing Qiu, Ayush Chaurasia · 0 citations
#edge computing Open access Oct 2026

Extensions of Factor, Signal-Flow, Control-Flow, Dataflow, and PERT/CPM Graphs to Hypergraphs and Superhypergraphs with Illustrative Applications in Engineering and Intelligent Computing

Graphs represent pairwise relations through vertices and edges, whereas hypergraphs capture multi-way interactions by allowing each hyperedge to connect an arbitrary number of vertices. Superhypergraphs extend this representation through an iterated powerset construction, enabling nested, multi-level relations in which...

Takaaki Fujita, Ajoy Kanti Das, Arif Mehmood et al. · 0 citations
#edge computing Open access Oct 2026

The Tier-0 Condition-Monitoring Gate: An Out-of-Sample Test of a Frozen Single-Token Encoder in Industrial Predictive Maintenance

The Tier-0 Condition-Monitoring Gate: An Out-of-Sample Test of a Frozen Single-Token Encoder in Industrial Predictive Maintenance Randolph James Ferlic, M.D. and Kimberly Kate Ferlic — Fieldstone Analytics, LLC, Austin, TX, USA Preprint · Zenodo DOI: 10.5281/zenodo.23127675 · CC-BY 4.0 · Community: spiral-domain-encode...

Randolph James Ferlic, Kimberly Kate Ferlic · 0 citations
#edge computing Open access Oct 2026

The Tier-0 Condition-Monitoring Gate: An Out-of-Sample Test of a Frozen Single-Token Encoder in Industrial Predictive Maintenance

The Tier-0 Condition-Monitoring Gate: An Out-of-Sample Test of a Frozen Single-Token Encoder in Industrial Predictive Maintenance Randolph James Ferlic, M.D. and Kimberly Kate Ferlic — Fieldstone Analytics, LLC, Austin, TX, USA Preprint · Zenodo DOI: 10.5281/zenodo.23127675 · CC-BY 4.0 · Community: spiral-domain-encode...

Randolph James Ferlic, Kimberly Kate Ferlic · 0 citations
#edge computing Open access Oct 2026

Phantom Vision Lab: a computational instrument for perturbing an image-analysis pipeline and measuring how its output changes

# Phantom Vision Lab — a computational instrument for perturbing an image-analysis pipeline and measuring how its output changes **A deterministic structured-light stimulus generator paired with a fixed classical computer-vision pipeline, used to measure how much the pipeline's own output moves when 11 computational pa...

Phantom Vision Lab contributors · 0 citations
#edge computing Open access Oct 2026

Comparative Analysis of MobileNetV2 and EfficientNetB0 for Face and Fingerprint Recognition in Machine Learning Enhanced Access Control

This paper presents a comparative analysis of MobileNetV2 and EfficientNetB0 for face and fingerprint recognition in amachine learning-enhanced access control system. The study was developed within an edge computing security frameworkwhere biometric verification was integrated with contextual risk analysis and Chinese...

Ugochi Okengwu Adaku · 0 citations
#edge computing Open access Oct 2026

Novel Cross-Channel Soft-XOR Adversarial Engine-based Advanced Autonomous Driving Security for Traffic Sign Recognition System

AbstractDeep neural networks deployed in edge-computing perception layers are the backbone of modernautonomous driving systems. While the state-of-the-art YOLOv12 architecture family deliversunprecedented real-time object detection performance, its vulnerability to sophisticated adversarialmanipulation remains a critic...

Seifeddine Messaoud, Mohamed Ali HAJJAJI, Noureddine Liouane et al. · 0 citations
#edge computing Open access Oct 2026

From Covering-Edge Descent Complexes to Functorial Presheaves and Coherence Defects

From Covering-Edge Descent Complexes to Functorial Presheaves and Coherence Defects (PO-001) Subtitle: Strict Functorial Completion, Coboundary-Curvature Duality, and the Finite Obstruction Boundary Abstract Covering-edge descent data on a finite poset assigns restriction maps only to adjacent comparable elements. A st...

JEREMY H. CARROLL · 0 citations
#edge computing Open access Oct 2026

SurfaceRecipe: Information-Efficient Mesh Surface Representation for Lightweight 3-D Shape Classification - Supplementary Code and Visualization Materials

Supplementary code and materials for 'SurfaceRecipe: Information-Efficient Mesh Surface Representation for Lightweight 3-D Shape Classification' (submitted to Computers and Graphics). SurfaceRecipe is a lightweight, mesh-informed 3-D shape classifier organised around a continuous geometric evidence signal. It builds fi...

Liangji Zhou, Jynfon Tao, Yong Wu et al. · 0 citations
#edge computing Open access Oct 2026

CHSH-Form Values Without Bell Nonlocality: Inapplicability of the Tsirelson Bound on a Non-Factorized Fibonacci Fusion Space

We construct a sequential measurement protocol on the n=8 Fibonacci-anyon fusion space of dimension D = F₇ = 13 whose CHSH-form expectation value attains |S| = 3.406, above the value 2√2≈ 2.828 that bounds CHSH correlations under the standard setting-locality precondition, which this construction does not satisfy. The...

Berkay Yüksel Sayim · 0 citations
#edge computing Open access Oct 2026

leigqNEWTON: Newton-based computation of left eigenpairs of quaternion matrices (MATLAB toolbox)

Bug-fix release associated with the revision of "Computing Left Eigenvalues of Quaternion Matrices". uses scale-aware relative residual acceptance fixes zero-eigenvalue/nullspace edge cases fixes the multiplication side in the polishing Jacobian improves diagonal-shortcut, trial-budget, and backtracking safety adds res...

Michael Sebek · 0 citations
#edge computing Open access Oct 2026

zavala92/pysurfacefun: pysurfacefun v2.0.0.

pysurfacefun 2.0.0 rebuilds the solver core. Code written for 1.0.1 should run without changes: the 1.0.1 test suite passes on 2.0.0 unmodified. What's new Quadrilateral and triangular patches now share one HPS fast direct solver, and its merges follow a nested dissection of the patch graph. On the Rhino cow mesh (339...

Gentian · 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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