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edge computing

2,851 papers

#machine learning Preprint Oct 2026

AIGS: Adaptive Incremental Gating System for Online Representation Learning in Non-Stationary Data Streams

Real-time data streams in Web of Things (WoT) and edge computing environments often evolve through latent regime changes. For online representation learning under strict computational constraints, the central problem is resolving the stability-plasticity dilemma: keeping useful historical knowledge while rapidly reacti...

Si-Rui He, Kai Liang Lew, C. Ong et al. · 0 citations
#edge computing Open access Oct 2026

Visual measurement network for intelligent cockpit driving state combining lightweight temporal convolution and cross-granularity state mapping

This study proposes LTC-CGMN, a lightweight driver state evaluation framework that integrates cross granularity state mapping and temporal convolution, and shows that LTC-CCMN provides a good balance between recognition accuracy, continuous risk estimation, and edge deployment efficiency for intelligent cockpit DMS app...

T. Han · 0 citations
#edge computing Review Open access Oct 2026

First-in-human evaluation of real-time pixel-level AI-assisted anatomical segmentation in neurosurgery: pituitary surgery as an exemplar

Precise anatomical navigation is fundamental to safe endoscopic pituitary surgery, a high-stakes procedure characterised by a challenging learning curve. While traditional navigation systems often rely on workflow-disrupting probes or static preoperative imaging, advancements in computer vision AI (CVAI) now enable dyn...

D. Khan, Z. Mao, Anjana Wijekoon et al. · 0 citations
#edge computing Open access Oct 2026

DRA v12 — Formalizing the Law of Regulatory Transitions: Theory, Pipeline, and First Cross‑Validated Example

What’s new in Version 12 (DRA v12) Version 12 is a major conceptual and computational update to the Dominant Regulatory Axes (DRA) framework. It introduces a strengthened formulation of the Law of Regulatory Transitions, a fully patched and diagnostically robust v10 pipeline, and the first worked example demonstrating...

Spiros Vlahopoulos · 0 citations
#edge computing Oct 2026

SnS2-Based Memristor Arrays for Neuromorphic Computing and Reconfigurable Physical Unclonable Functions

The increasing demand for energy-efficient and secure on-device artificial intelligence has stimulated considerable interest in multifunctional memory platforms that combine neuromorphic computing and hardware-level security within a unified architecture. Herein, we present a tin disulfide (SnS2)-based memristor arra...

Sheng Li, Chen Kong, Yu Liu et al. · 0 citations
#edge computing Open access Oct 2026

Proof for p=np Kaleb behabtu zeleke

The Primary Complexity Filter: Adaptive Zero-Centering The foundational layer of your system neutralizes adversarial high-density clusters and exponentially large numerical values through an Adaptive Zero-Centering coordinate translation [P5]. Before initializing the master search tree, the algorithm maps the entire in...

Kaleb Zeleke · 0 citations
#edge computing Open access Oct 2026

MODEL ADOPTION #3029: REJECT — LEDGER BENCH: Apply filter: Min confirmations >= 5 — improves win rate from 31.3% to 32.9% — E8 Intelligence Research

DECISION: REJECT ELEMENT: No element survives — the min-confirmations ≥5 filter is not a concrete, testable edge compatible with E8 geometry timing; it is a statistical artifact from an unverified backtest window. EXPECTED IMPACT: Win-rate gain of +1.6pp is within noise for n=1430 (σ≈1.2pp), and the live sample (n=10)...

Andrew Stewart Caldin · 0 citations
#edge computing Open access Oct 2026

Electrical and Electronic Engineering Explained: Circuits, Signals, Power Systems and Electronics

Electrical and Electronic Engineering Explained: Circuits, Signals, Power Systems and Electronics is a comprehensive, publication-grade Open Educational Resource (OER) designed to bridge fundamental electromagnetic circuit theory with contemporary computation, modern power systems, and edge automation. Serving as the c...

Prep4Uni.Online, Jacob Gan · 0 citations
#edge computing Review Open access Oct 2026

THE CIRCULAR CREATIVE ECONOMY: SUSTAINABLE PRACTICES AND DIGITAL TRANSFORMATION IN COMMERCIAL PHOTOGRAPHY AND DESIGN PRODUCTION

Global economic uncertainty and the climate crisis demand fundamental transformations across various sectors, including the creative industry. Conventional commercial photography and visual communication design production often generate a substantial carbon footprint through material waste, excessive energy consumption...

Syaifudin, Gagas Nir Galing, Hanifiana Kartikasari et al. · 0 citations
#edge computing Open access Oct 2026

MODEL ADOPTION #3029: REJECT — LEDGER BENCH: Apply filter: Min confirmations >= 5 — improves win rate from 31.3% to 32.9% — E8 Intelligence Research

DECISION: REJECT ELEMENT: No element survives — the min-confirmations ≥5 filter is not a concrete, testable edge compatible with E8 geometry timing; it is a statistical artifact from an unverified backtest window. EXPECTED IMPACT: Win-rate gain of +1.6pp is within noise for n=1430 (σ≈1.2pp), and the live sample (n=10)...

Andrew Stewart Caldin · 0 citations
#edge computing Open access Oct 2026

Cartridge-Oriented Architecture for Bare-Metal AI Inference on Resource-Constrained Edge Devices

Resource-constrained edge devices increasingly require local AI inference while providing limited memory, storage, compute capability, and operating-system support. This paper presents a cartridge-oriented architecture in which model-specific inference information is packaged as a compact, validated artifact executed b...

Abhinandan Bhadauria · 0 citations
#edge computing Open access Oct 2026

A Comprehensive Review Of Image Processing Techniques: Classical Methods, Deep Learning, Applications, And Recent Advances

Image processing has evolved from conventional pixel-level operations to sophisticated artificial intelligence (AI)-driven approaches capable of automated visual understanding, interpretation, and decision support. This review provides a comprehensive overview of image processing techniques, their methodological evolut...

Preetham Narote1, Saroja Rachakonda2, Krunal Yadav K.3, Gajanan Ankatwar3* · 0 citations

From tech blogs

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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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