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edge computing

2,851 papers

#explainable ai Book Open access Oct 2026

KI am Wendepunkt: Von ChatGPT über neuronale Netze zu neuromorpher KI

Das Spannungsfeld zwischen den etablierten Technologien der konnektionistischen KI und ihren neuromorphen Herausforderern rückt derzeit besonders durch den riesigen Energiebedarf ersterer und die sparsame Funktionsweise letzterer immer stärker in das Rampenlicht. Der Energieverbrauch für Entwicklung und Einsatz großer...

Volker Kempe · 0 citations
#federated learning Open access Oct 2026

Developing Robust Federated Learning-Based Anomaly Detection Against Poisoning Attacks in 5G Networks

The rapid expansion of fifth-generation 5G wireless networks has significantly increased the attack surface available to adversaries who seek to disrupt critical communication infrastructure. Traditional centralized intrusion detection systems expose raw user data to a central server, creating unacceptable privacy risk...

Ayush, Amarjeet Singh · 0 citations
#generative ai Review Open access Oct 2026

Artificial Intelligence, Foundation Models, and Digital Twins for Climate-Resilient Agriculture: A Review

Climate change, increasing food demand, and resource constraints are accelerating the transition from conventional precision agriculture toward smart, autonomous, and climate-resilient agricultural systems. Artificial intelligence (AI), foundation models, digital twins (DTs), the Internet of Things (IoT), remote sensin...

Krishan Kumar, A. Khatri, I. Thakur · 0 citations
#graph neural networks Dataset Open access Oct 2026

CD-STHGN: Causally Disentangled Supply-chain Temporal Heterogeneous Graph Network

# CD-STHGN: Causally Disentangled Supply-chain Temporal Heterogeneous Graph Network A reference implementation and dataset release for green innovation driven digital transformation in Chinese A-share manufacturing supply chains, 2011-2023. [![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)[!...

* * · 0 citations
#edge computing Open access Oct 2026

HEAIN-SD-1.0: Policy-Governed Subtitling and Dubbing for Thai on Hybrid Edge AI Nodes

Automatic dubbing systems now produce intelligible speech, but professional subtitling and dubbing remain constrained by three problems that are seldom addressed together. Expressive delivery has to be directed by people who read the picture; profane or censorable content has to obey rules that differ by country and de...

JAKKRIT BOONMA · 0 citations
#edge computing Nov 2026

Data Quality Evaluation and Pricing of Edge Computing Device in Active Distribution Networks With Privacy Preserving

User-side electricity consumption data form the basis for various AI-based applications in active distribution networks and are with significant commercial value. However, as user-owned digital assets, these diverse data often exhibit heterogeneous quality and raise privacy concerns, making their acquisition and tradin...

Hai-Dian Li, Hao Yu, Peng Li et al. · 0 citations
#edge computing Nov 2026

DIAMM: A Distributed Inference Acceleration Framework for Multimodal Edge Applications

Multimodal applications such as educational assistants and medical diagnosis demand high concurrency and low latency, and are increasingly served by edge inference enhanced with Retrieval-Augmented Generation (RAG). However, heterogeneous multimodal models and fragmented edge resources couple three problems that prior...

Zhi Yao, Zhi-Qing Tang, Han-Shuai Cui et al. · 0 citations
#edge computing Nov 2026

Quantum at the Edge: Scalable Standalone FPGA Emulator for QAOA-Based Weighted-MaxCut

Quantum computing (QC) emulation is critical for exploring and advancing near-term quantum algorithms, given the ongoing scalability and reliability challenges of quantum hardware. While FPGA-based QC emulators have emerged as efficient alternatives to bridge the gap toward practical quantum computers, most existing so...

Seonghyun Choi, Kyeongwon Lee, Jae-Jin Lee et al. · 0 citations
#edge computing Nov 2026

ShBkDRL: Reliable Microservice Provision With Shared Backup in Dynamic Edge Computing

As a key 5G enabler, edge computing locates resources near users to enable low-latency services, and microservices architecture (MSA) decomposes monolithic services into microservices, easing deployment and scaling of mission-critical applications with high reliability requirements. Existing studies on microservice bac...

Yue Zeng, Jun-Long Zhou, Lin-Hui Wang et al. · 0 citations
#edge computing Open access Oct 2026

A comprehensive survey of communication technologies, security frameworks, and intelligent architectures for medical internet of things and quantum-enabled healthcare

The convergence of the Internet of Medical Things (IoMT), advanced communication technologies, and biomedical engineering has advanced intelligent, connected healthcare. This comprehensive survey investigates the evolution of IoMT architectures and communication protocols, along with their application across a range of...

Abdelhamied A. Ateya, Mohammed A. ELAffendi, Mohamed Adel Hammad · 0 citations
#edge computing Open access Oct 2026

DermArtifactDB: a multi-label dataset for artifact annotation in public dermoscopic image repositories

Dermoscopy is a widely adopted, non-invasive imaging technique that plays a crucial role in the early detection and clinical assessment of skin lesions (1). Its effectiveness, however, depends on the quality of the acquired images. In clinical practice, dermoscopic images often contain visual artifacts, such as hair, r...

Vanesa Gómez-Martínez, David Chushig-Muzo, Isabel Polimón Olabarrieta et al. · 0 citations
#edge computing Open access Oct 2026

Pulsations in massive and intermediate-mass binaries of interest

Abstract We present a comprehensive observational study of seven eclipsing binaries composed of massive and intermediate-mass components. Combining ground-based spectroscopy and space photometry of target stars, we compute precise physical parameters of these systems and investigate pulsational properties of the compon...

B Hoyman, Ö Çakirli, O Özdarcan · 0 citations

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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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