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edge computing

2,975 papers

#edge computing Dataset Open access Sep 2026

Edge‑Based Dataset of Irradiance and Temperature on Urban Building Roof and Facade Surfaces

This dataset contains high‑resolution measurements of solar irradiance and ambient temperature collected on roof (horizontal plane, I1/T1) and facade (vertical plane, I2/T2) surfaces of an urban university building in Medellín, Colombia. The monitoring system was implemented using an edge computing device that enabled...

Bonie Restrepo, Jhon Montano, Juan David Navarro Restrepo et al. · 0 citations
#federated learning Open access Sep 2026

Source Code for Federated Edge Learning over Optical-UAV Access Links with Deterministic-Payload Compression and Packetized Scheduling

This code-only package accompanies the manuscript “Federated Edge Learning over Optical-UAV Access Links With Deterministic-Payload Compression and Packetized Scheduling.”The software implements static mixed-resolution compression with error feedback (SMR-EF) and PacketFair scheduling for simulated federated learning o...

Julian Hoxha · 0 citations
#graph neural networks Dataset Open access Sep 2026

Dataset: Integrating Structural and Semantic Analysis for Code Smell Refactoring Prediction

The project bridges traditional static code analysis (Object-Oriented metrics) with advanced embedding representation learning to predict refactoring interventions on code-smelly methods. The predictive framework models a supervised binary classification task across 10 distinct target refactoring operations. Data Sourc...

Andrea Lanza, Matteo Bochicchio, Francesca Arcelli Fontana · 0 citations
#explainable ai Open access Sep 2026

The Anchor-and-Expand Principle: Timing Strategic Decoupling in Technology Ecosystems

Technology ecosystems often reward whichever firm first controls a tightly held physical or infrastructural asset -the "anchor" -because that control reduces uncertainty, sets de facto standards, and buys market access for a higher-margin software, service, or workflow layer -the "expansion."Existing strategy research...

Vivek Gujar · 0 citations
#artificial intelligence Open access Sep 2026

Training Machine Learning Models at the Edge: A Survey

Edge computing has gained significant traction in recent years, promising enhanced efficiency by integrating artificial intelligence capabilities at the edge. While the focus has primarily been on the deployment and inference of Machine Learning (ML) models at the edge, the training aspect remains less explored. This s...

Aymen Rayane Khouas, Mohamed Reda Bouadjenek, Hakim Hacid et al. · 8 citations
#artificial intelligence Open access Sep 2026

Next-Generation Intelligent Systems in Modern Governance: Applications in Healthcare, Smart Mobility, Defense, and Economic Systems

The analysis emphasizes the value of oversight by humans, transparency, accountability, protection of privacy, fair treatment, documentation, local validation, auditing, and compliance with regulations in the context of high-impact applications in the context of high-impact applications.

Al Akhir · 0 citations
#edge computing Editorial Open access Sep 2026

Guest editorial: Advances in smart and intelligent unmanned systems: innovations, applications and future directions

Advances in smart and intelligent unmanned systems: innovations, applications and future directionsThis special issue focuses on state-of-the-art research in intelligent unmanned systems across aerial, marine, and edge computing technologies.The selected manuscripts outline cohesive advancements in autonomous technolog...

Deepak B. B. V. L. · 0 citations
#edge computing Open access Sep 2026

Edge-AI Based Smart Pet Monitoring Framework: A Rabbit Case Study

Continuous Monitoring of animals is hard when the people who take care of them are not around.Changes in how they are eaten, how much they drink, the way they stand and what they do during the day can show if their health is changing or if their normal routine is different.This paper talks about an Edge AI-based Smart...

Vinit Masale, Suyog Mamankar, Prathamesh Sawant et al. · 0 citations
#reinforcement learning Open access Sep 2026

Hybrid digital twin and reinforcement framework for intelligent network slicing and dynamic resource allocation in 5G edge computing environments

In the world of rapidly evolving communication networks, network demand and traffic are increasing, which makes efficient network slicing and resource allocation techniques a requirement. The existing models for network slicing and resource allocation lack efficient algorithms, limited generalization, and practical imp...

Punitha Arockiasamy, P. Hema Sree, K. Saranya et al. · 0 citations
#edge computing Review Open access Sep 2026

Integration of cyber-physical systems and IoT in cloud-based health care solutions: a systematic review

The findings show that CPS-IoT-cloud systems support improved patient monitoring, enhanced data analytics, real-time decision support, remote healthcare delivery, personalized care, and operational efficiency, but a gap between technical feasibility and deployment readiness is revealed.

Muhammad Bala Umar, Al-amin Abdulhamid, Aisha Muhammad Jibril et al. · 0 citations
#edge computing Open access Sep 2026

Reliability-oriented edge computation offloading strategy for Internet of Vehicles: based on improved hybrid fox optimization algorithm

Abstract In the Internet of Vehicles (IoV), edge computing supports computation-intensive tasks through roadside unit servers. However, guaranteeing reliable task execution remains challenging in dynamic environments with limited resources. We propose a reliability-oriented computation offloading strategy based on the...

Yubao Liu, Quanchao Sun, Binge Yan et al. · 0 citations
#edge computing Open access Sep 2026

LGB-YOLOv11n: A Position-Specific Lightweight Detector for Shiitake Appearance Pre-Grading on Edge Devices

A favorable accuracy–complexity trade-off is demonstrated and real-time model inference is supported for edge-based shiitake appearance pre-grading and support real-time model inference for edge-based shiitake appearance pre-grading.

Hui-Li Zhang, Zheng-Chang Xue, Si-Yuan Chen et al. · 0 citations

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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