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edge computing

2,919 papers

#federated learning Book Sep 2026

Proactive Smart Policing in the 6G Era

For 6G telecommunications, there needs to be a paradigm shift in public safety. This chapter introduces a methodological approach to proactive, intelligence-based policing, as a strategy that is able to address new threats such as quantum computing and advanced malware that pose problems to traditional reactive policin...

Gul Shaira Banu Jahangeer, Bhavesh Santoshkumar Tupe, Sarah Altowairqi et al. · 0 citations
#federated learning Book Sep 2026

IoT and ML for Predictive Disaster Response and Environmental Monitoring

Rising natural calamities demand intelligent disaster management beyond traditional reactive methods. IoT-ML integration revolutionizes this by enabling real-time environmental monitoring via sensors, drones, and satellites tracking temperature, humidity, air quality, seismic activity, and water levels. ML algorithms—d...

Ganesamoorthy Pandian, Kaila Kesavan · 0 citations
#graph neural networks Open access Oct 2026

PipeGNN: A Bandwidth-Efficient GNN Accelerator with Node-Level Pipelined Push Execution

PipeGNN is proposed, a bandwidth-efficient GNN accelerator whose streaming microarchitecture sustains this dataflow as a fully concurrent pipeline within a fixed on-chip buffer budget, and resolves four coupled microarchitectural barriers through coordinated mechanisms.

Shi Chen, Jun-Sheng Chang, Yang Guo et al. · 0 citations
#reinforcement learning Book Sep 2026

IoT-ML for Smart City Traffic Management and Dynamic Routing

Urban areas face severe traffic congestion, pollution, and economic losses from rising populations and vehicle density. Traditional fixed-timing controls fail under dynamic conditions. IoT-ML integration enables smart city dynamic routing. IoT sensors, GPS, and connected vehicles provide real-time traffic data. ML tech...

Shamshad Ahmed Khan, Faiz Ahmed Khan, Ram Om Sai Chethana · 0 citations
#artificial intelligence Open access Sep 2026

Edge-aware Emotion-adaptive Music Playback: A Prototype Reference Architecture with MobileNetV3 Facial Mood Sensing and Hybrid Context-aware Ranking

A prototype reference architecture for emotion-adaptive music playback that integrates three artificial-intelligence components: MobileNetV3-based facial emotion recognition (FER) for low-compute mood sensing, CNN/Transformer-based music emotion recognition (MER) for song affect representation, and a hybrid context-awa...

O. Johnson, G. U. Nwamuruamu · 0 citations
#edge computing Oct 2026

Optical-Cavity-Based Reservoir Computing for Low-Power Time-Series Analysis in Industrial Internet of Things Applications

Industrial time-series data analysis poses significant challenges due to multichannel sensor inputs, complex temporal dependencies, and strong dynamic variability. While large generative models (LGMs) can process temporal information effectively, their reliance on large training datasets and substantial computational p...

Zi-Chen Wang, Yi-Qun Zhu · 0 citations
#edge computing Oct 2026

FPGA-Based Edge Enabled Time-Frequency Domain Lightweight Deep Neural Network for Identification of Valvular Heart Diseases Using PCG Signals

Early and automated identification of valvular heart diseases (VHDs) using phonocardiogram (PCG) signals provides a cost-effective solution for developing intelligent healthcare applications. In this letter, a lightweight deep convolutional neural network, LWHSNet, implemented on a field programmable gate array (FPGA)-...

R. Tripathy, S. Sahoo, R. B. Pachori · 0 citations
#edge computing Open access Sep 2026

The LAB-SST (Plasma-State Solid-State Transformer): Universal Dielectric Barrier Discharge (U-DBD) Rectification and EHD Thermal Scavenging for Hyperscale HVDC Infrastructure

This technical data package establishes the engineering blueprints, economic integration thesis, and provisional utility patent specifications for the Lawrence Aero Brick Solid-State Transformer (LAB-SST). The LAB-SST is a zero-silicon, plasma-state power transformation architecture that replaces physical Silicon Carbi...

Charles Clark Lawrence · 0 citations
#edge computing Open access Sep 2026

Mobility-aware Lyapunov-guided deep reinforcement offloading for wearable edge computing

Abstract Wearable devices (WDs) are becoming an important platform for mobile intelligent services, but their limited battery capacity and computing power make continuous local inference difficult. Existing MEC offloading methods often assume fixed edge association or jointly optimize all offloading variables in a sing...

Xiaoshuang Zhu, Ruinan Liu, Zehui Wen et al. · 0 citations
#edge computing Open access Sep 2026

Transformation without loss

Transformation without loss Residual cohomology of token-configuration arenas under change of substrate, symmetry, and admissibility Driven by Dean A. Kulik September 2026 Lead-in Put some indistinguishable tokens on the vertices of a finite graph, one per vertex, and let a token step to an empty neighbour. That is the...

Dean Kulik · 0 citations
#edge computing Open access Sep 2026

THE GEN-X MARINE BIOMIMETIC MANIFESTO Engineering Design Specification for the Ultimate Foiling Vessel "Open Source Concept Study - Speculative Multi-Disciplinary Engineering Design."

A comprehensive conceptual engineering design specification for a next-generation foiling vessel architecture. The Gen-X system transitions marine transport from rigid mechanical structures to an integrated biomimetic platform. By unifying an indestructible, optically linked carbon nanotube (CNT) triple-core computing...

David Michael Seagal · 0 citations
#edge computing Open access Sep 2026

Biaxial Ferroelectric-Polarization Reconfigured Optoelectronic Multiple Logic in α-In₂Se₃/WSe₂ Heterostructure

Photonic logic gates, essential for next-generation photon computing, are currently hindered by limited dynamic control, high power consumption, and architectural complexity. Here, we demonstrate a non-volatile, reconfigurable optoelectronic logic device based on a van der Waals heterostructure of ferroelectric α-In₂Se...

Congxin Xia, Zixuan Wang, Yurong Jiang et al. · 0 citations

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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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