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edge computing

2,975 papers

#edge computing Book Open access Sep 2026

Vadar: Runtime Performance Variance Detection and Diagnosis for Parallel Applications

Vadar adopts a non-intrusive dynamic interception mechanism to monitor parallel applications with state transition detection to cope with workload change at runtime, and provides comprehensive monitoring for both regular and irregular computational workloads.

Yi-Fan Jia, Shuang Niu, Yu-Hang Hu et al. · 0 citations
#edge computing Open access Sep 2026

Cloud-Edge collaborative adaptive dual-graph spatio-temporal passenger flow forecasting model for smart high-speed railway services

Passenger flow in rapidly developing high-speed railway networks varies with temporal fluctuations, spatial interactions among stations, and regional travel dependencies. Accurate forecasts support the management of station operations, resource allocation, and service optimization, yet methods that impose fixed spatial...

Ling Liu, Majid Ghani Varzaneh · 0 citations
#edge computing Open access Sep 2026

Semantic Edge Orchestration for 6G-Enabled Immersive Media Broadcasting

The rapid evolution of 6G networks is expected to transform immersive media broadcasting by enabling ultra-low-latency communication, intelligent edge computing, and high-capacity transmission for extended reality, holographic content, and interactive multimedia. However, conventional edge resource management remains l...

Lunatari Sanbella, Chandra Lukita, Anandha Fitriani et al. · 0 citations
#edge computing Open access Sep 2026

Statistical Rigor in YOLO Model Evaluation: Bootstrap Confidence Intervals and Failure Mode Analysis

The reliance on single-point metric estimates (such as a solitary mAP score) to benchmark object detection models frequently masks underlying sample variances, leading to overconfident deployment decisions. This paper presents an automated post-training validation pipeline for YOLO models designed to enforce statistica...

William Steve Rodriguez Villamizar · 0 citations
#edge computing Dataset Open access Sep 2026

LUCYD-PISCO training-set sources v5: in-focus plankton object library and object-free PISCO background textures

LUCYD-PISCO training-set sources (v5) Source data needed to regenerate the synthetic training set used to retrain the LUCYD deconvolution network for PISCO (Plankton In Situ Camera Observation) extended-depth-of-field (TAG-lens) images. Code: https://git.geomar.de/team-optics/plankton/underwater-lucyd (sim/gen_trainset...

Veit Dausmann · 0 citations
#edge computing Dataset Open access Sep 2026

Mirror, Mirror, in XR: Asymmetric Mimicry in XR Social Interactions

Mirror, Mirror, in XR: Motion-Capture Dataset, Processing Pipeline, and Analysis Code Description This deposit contains the full data-processing and analysis pipeline underlying a within-subjects VR study of imposed social mirroring. Twelve dyads (24 participants) held structured conversations under three counterbalanc...

Anonymous · 0 citations
#edge computing Dataset Open access Sep 2026

Data, figures and code for: A single oscillator response sets the exponents of synchronization transitions

Changes in v1.0.7. Two faults in the cavity figure, both found on the page. The near lower corner of the box at the far end was missing, and with it about a sixth of the front lower edge. The two panels of that figure are each wider and taller than the drawing they hold, which is what lets a long flat cavity and a cone...

Tanvir Mahmud Mahim, M. Mosaddequr Rahman, Abu S. M. Mohsin · 0 citations
#edge computing Open access Sep 2026

A spatial dataset for identifying disadvantaged communities facing cumulative climate and economic burdens in the United States

Abstract The Climate and Economic Justice Screening Tool (CEJST) was developed by the U.S. federal government in 2021 to identify and support marginalized communities disproportionately impacted by climate change. This tool identifies disadvantaged communities based on the presence of low-income residents and one of ei...

Jayajit Chakraborty, Haylee Oyler, Kat Le et al. · 0 citations
#diffusion models Open access Sep 2026

Renaissance: The Sovereign Physical Intelligence via Resonance Plexus Framework

Technical White Paper v1.5 | Document ID: QN-RP-2026-V1.5 Affiliation: QuantNature Global (https://www.quantnature.com)Release Date: September 11, 2026 Executive Summary This white paper presents the Resonance Plexus (RP v1.5), a novel non-symbolic physical intelligence framework designed to overcome the structural bri...

QuantNature Global · 0 citations
#edge computing Open access Sep 2026

ROMS-Tools: Reproducible Preprocessing and Analysis for Regional Ocean Modeling with ROMS

Breaking Changes BoundaryForcing is now a wrapper over multiple constituent sources; the previous single-source class is available as BoundaryForcingSource. The wrapper takes the physics dataset as source plus a list of bgc_sources, exposes the constituent objects as .physics and .bgc (a list), and does not accept type...

Nora Loose, Tom Nicholas, ubbu36 et al. · 0 citations
#edge computing Open access Sep 2026

NSF Cybertraining 2026 Poster for OAC-2306184 by Tong Shu

With the recent advancements in artificial intelligence, deep learning systems and applications have become a driving force in multiple transdisciplinary domains. While this evolution has been largely supported by the rapid improvements in advanced GPU cyberinfrastructure, comprehensive training materials are generally...

Tong Shu · 0 citations

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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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