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edge computing

3,051 papers

#edge computing Open access Sep 2026

A Five-Layer IoT-Big Data Architecture for Smart Wastewater Monitoring and Treatment: Design, Integration of Machine Learning, and Deployment Feasibility for Vietnam

ABSTRACT: Industrial and urban wastewater pollution constitutes a critical environmental challenge in Vietnam, where only approximately 12.5% of municipal wastewater currently undergoes adequate treatment before discharge. This paper proposes the Smart Wastewater Monitoring and Treatment (SWMT) framework, a five-layer...

Đỗ Gia Bảo, Nguyễn Tài Tiệp · 0 citations
#edge computing Open access Sep 2026

Phi-Coupled E8 Cascades Drive Hyperbolic Topological Quantum Computing — E8 Intelligence Research

Under the 132 Hz driving tone, the 240 E8 root vectors exhibit a phi‑symmetric eigenvalue flow that simultaneously creates two interlocking sets of topological edge modes on the {5,3,4} hyperbolic lattice. These edge modes lock into a hierarchical cascade where each level amplifies the next by the golden ratio, effecti...

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

Integrated heterogeneous multimodal 5G-enabled, radio-frequency based, non-invasive, wearable head imaging system for telemedicine applications

This thesis presents a novel, cost-effective, and non-invasive approach to next-generation head imaging systems for telemedicine applications. Current imaging technologies—such as CT scans, MRI, EEG, and X-rays—face significant challenges including high cost, invasive procedures, bulky equipment, radiation exposure, an...

Asad Riaz · 0 citations
#edge computing Open access Sep 2026

Shaping Ability of Mtwo, ZenFlex, E-FLEX ONE, and E-FLEX EDGE Nickel–Titanium Rotary Instruments in Curved Root Canals: A Micro-Computed Tomography Study

ZenFlex and Mtwo were the most effective in preserving dentin, supporting the concept of minimally invasive endodontics, and ZenFlex and E-FLEX EDGE demonstrated favorable shaping performance, with ZenFlex maintaining canal anatomy and E-FLEX EDGE exhibiting excellent centering ability.

Panupat Phumpatrakom, Awiruth Klaisiri, Purin Suriyakraingkai et al. · 0 citations
#edge computing Open access Sep 2026

ROTOR: Rotational Orientation Token Organization & Recall — An Attention-Free Multi-Head Non-Abelian Spinor Architecture

ROTOR (Rotational Orientation Token Organization & Recall) is an attention-free, non-abelian geometric sequence architecture designed and invented by Prannessh K.V.A. ROTOR eliminates the quadratic O(N × M) compute and memory bottleneck of Transformer Cross-Attention by accumulating incoming context streams into indepe...

K. V. A. Prannessh · 0 citations
#edge computing Open access Sep 2026

Quantum Game Theory

Since the establishment of von Neumann and Nash's concept of equilibrium, game theory has become a universal language in economics and social sciences. However, classical game theory is deeply rooted in the mechanistic worldview, and its deterministic assumptions, static equilibrium, and individualistic methodology are...

Huilin Zhao · 0 citations
#edge computing Dataset Open access Sep 2026

Spatial inequalities in motorway accessibility across Europe: a settlement-level panel, 2010–2025 — data deposit

Settlement layer, full annual accessibility panel, motorway access points, 2025 rail cross-section and NUTS-3 aggregates underlying the article "Spatial inequalities in motorway accessibility across Europe: a settlement-level panel, 2010–2025" (under review). Road distance and travel time from 282,870 settlements in th...

Anonymised for double-blind review · 0 citations
#edge computing Open access Sep 2026

Green Edge AI: Constant-Time Memory Stabilization and Anomaly Preservation for Industrial Cyber-Physical Systems

Continuous ingestion of high-dimensional telemetry forces predictive networks into a severe space-time trade-off, where conventional outlier rejection algorithms dilute mathematical gradients with benign idle data and induce thermal throttling on local hardware. This study introduces an $\mathcal{O}(d)$ ternary quantiz...

Chairote Yaiprasert, Achmad Nizar Hidayanto · 0 citations
#edge computing Open access Sep 2026

The Next Frontier: Security Implications of Future AI Paradigms

The current paradigm of frontier AI continues to yield significant value, but as compute scaling faces potentially diminishing returns, future AI progress is unlikely to rely on a single, isolated breakthrough. The next wave of capability improvements will most likely emerge from a complex mix of extensions, hybrids an...

Carolyn Ashurst, Angus Shennan, Sylvester Kaczmarek et al. · 0 citations
#edge computing Open access Sep 2026

Spin Orbit Torque Magnetic Tunneling Junction for Noise-tolerant and Resource-saving Probabilistic Binary Neural Network

The deployment of large-scale 32-bit neural networks is hindered by the escalating parameter sizes and inherent susceptibility to noise. Here, we present a non-volatile memory (NVM)-based probabilistic computing architecture, which harnesses both the stochastic nature and in-memory computing capabilities of NVM to enha...

Hongchao Zhang, Tianxiao Nie, Weisheng Zhao et al. · 0 citations
#edge computing Open access Sep 2026

AI-Driven Personalized Decision Support for Secure and Adaptive Digital Services

Abstract Neurosymbolic AI and Zero Trust Architecture (ZTA) are increasingly proposed together as a combined approach to securing cloud-edge IoT continuums in federal and critical infrastructure sectors, on the premise that neurosymbolic systems can supply the explainable, robust threat detection that continuous-verifi...

Michel Brumley · 0 citations
#edge computing Sep 2026

Compatibility Ratio as a Guideline for Hardware/DNN Co-Design of Embedded Accelerators

The Compatibility Ratio (CR) is introduced as a simple guideline for evaluating performance trade-offs between optimal hardware micro-architecture configurations across different workloads and shows that, for the considered accelerator, a DNN model-family optimized configuration might occupy an effective middle ground...

Lukas Groth, Andrija Nešković, Rainer Buchty et al. · 1 citation

From tech blogs

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Microsoft Research Blog Oct 29, 2026

Microsoft Research Focus – Edition #97

Host Sowbhagya Suresh shares some of the latest news and cutting-edge research from across Microsoft—from understanding the challenges facing coding agents to uncovering how people use AI at work and improving extended-range weather forecasting. The post Microsoft Research Focus – Edition #97 appeared first on Microsoft Research.

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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