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edge computing

3,069 papers

#edge computing Open access Aug 2026

Methodological Evaluation of Multi-Resolution Hybrid Kolmogorov-Arnold Networks (KAN) - LCS systems - Deep Learning Ensembles for Geophysical Pattern Analysis

This paper investigates the computational capabilities of a non-conventional neural architecture designed to analyze highly non-linear, high-energy geophysical patterns within the Japanese region. To bypass the severe infrastructure costs associated with high-performance computing (HPC) clusters and promote decentraliz...

Marco Franzini · 0 citations
#edge computing Open access Aug 2026

Systematic Pair-Level Campaign for δpair: Convergence, Inter-Pair Concentration, and Normalization Structure

The O-series defines a canonical pair-level capacity observable and establishes that vertical non-injectivity does not change its observable rank. The further prescription ${\beta^{*}}=1/({\delta_{\mathrm{pair}}}+\tfrac12)$, however, imports the changing-degree LPS growth equation into a fixed-degree Heisenberg cascade...

Jérôme Beau · 0 citations
#edge computing Open access Aug 2026

Well-connected community detection at extreme scale: shared- and distributed-memory parallel algorithms

Abstract Community detection algorithms such as Leiden frequently produce clusters thatare internally disconnected or poorly connected, limiting their utility indownstream network analysis. The Well-Connected Clusters (WCC) and ConnectivityModifier (CM) algorithms address this by post-processing any input clusteringto...

Mohammed Dindoost, Oliver Alvarado Rodriguez, Asif Uddin et al. · 0 citations
#edge computing Review Open access Aug 2026

LLM-Enabled Cloud-Edge PIoT for Low-Carbon Energy Services: A Review of Virtual Power Plants, Digital Twins, and Demand Response

This review examines how large language models can be introduced into the power internet of things without shifting them into the role of direct grid control agents and evaluates intelligent inspection, digital-twin assistance, virtual power plants, demand response, and load forecasting through an explicit evidence-mat...

Chao He, Yun-Jie Su, Si-Rui Zhang et al. · 0 citations
#edge computing Open access Aug 2026

Z₂ Topological Invariant and Time-Reversal Symmetry in Topological Insulators — E8 Intelligence Research

FINDING: Topological insulators are bulk-insulating but surface/edge-conducting quantum phases, protected by time-reversal symmetry and characterized by a Z₂ topological invariant. | MATH: The key invariant is the Z₂ index ν ∈ {0,1}, computed from the Pfaffian of the Bloch wavefunction overlap matrix: δ(k) = Pf[⟨u_m(k)...

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

DAPart: An Online DRL-based Adaptive Partition Framework for DNN Inference Acceleration and Energy Conservation in Edge Computing

An online Deep Reinforcement Learning (DRL) based adaptive partition method to dynamically determine optimal partitioning decision so as to jointly accelerate DNN inference and mitigate energy consumption is developed.

Shu-Bin Zhang, Junrong Ma, Kai-Kai Chi et al. · 0 citations
#edge computing Open access Aug 2026

Autonomous Spacecraft Detumbling Under Severe Tip-Off

Autonomous Spacecraft Detumbling Under Severe Tip-Off The Problem Small satellite missions in Low Earth Orbit (LEO) face critical survival risks during post-launch separation or emergency safe-modes. In these phases, violent multi-axis tumbling rates (exceeding 90°/s) blind high-precision optical sensors and saturate m...

Andres Sebaatian Pirolo · 0 citations
#edge computing Open access Aug 2026

HLV-R-MECH-001: Prospective Triangle-Matched Mechanism Test of the Surviving Degree-Preserving Rewire Spectral Residual — Pre-Execution Protocol Freeze v0.1.0

This record contains the prospectively frozen scientific protocol for HLV-R-MECH-001, a mechanism-focused successor test motivated by the surviving degree-preserving rewire residual observed in earlier HLV specificity studies. HLV-R-MECH-001 is not a retry of full HLV carrier specificity. The previously published DS-SP...

Marcel Krüger · 0 citations
#edge computing Open access Aug 2026

Optimized Neural Network Deployment Strategies for Edge Computing Environments

Edge computing environments present unique challenges for neural network deployment due to resource constraints and latency requirements. This paper explores optimized deployment strategies for neural networks in edge computing scenarios, focusing on model compression techniques, adaptive allocation algorithms, and dyn...

Zen Revista, 10 IA · 0 citations
#edge computing Book Open access Aug 2026

Future Scientific Development of Artificial Intelligence and Robotics in the Right Direction

Future Scientific Development of Artificial Intelligence and Robotics in the Right Direction Under a sound institutional framework, the future scientific development of artificial intelligence and robotics will no longer centre on blindly scaling general‑purpose large models or repeatedly developing homogeneous complet...

Hot Springs Research Institute of Kanagawa Prefecture · 0 citations
#diffusion models Open access Aug 2026

afzalahmed786/Adaptive-Split-Computing-for-Text-to-Image-Diffusion: v1.0.0

First public release. Reinforcement-learning controller that adaptively partitions Stable Diffusion inference between an edge client and a server, selecting split point, quantization, decoder, and privacy settings per request based on live device and network conditions. The raw prompt and final image stay on-device; on...

afzalahmed786 · 0 citations
#edge computing Open access Aug 2026

Privacy-preserving digital ecosystems: The role of blockchain technology in healthcare, finance, and smart cities

The accelerating digitisation of healthcare, financial services, and urban governance has intensified concerns regarding data privacy, security, and unauthorised data exploitation. Traditional centralised data management architectures exhibit inherent vulnerabilities, including single points of failure, susceptibility...

Divyang Joshi, Paresh Patel, Hiren Harsora 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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