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edge computing

3,069 papers

#edge computing Open access Sep 2026

PlanarBench: Evaluating LLM Spatial Reasoning via Planar Graph Drawing

Existing LLM graph benchmarks typically ask models to answer graph-theoreticquestions or compute symbolic solutions rather than construct spatial layouts.Within-task difficulty is also primarily stratified by vertex count. However, existingresearch also suggests that task difficulty is more closely related to the numbe...

Anna Kravchenko, Oleksandr Nikitin · 0 citations
#edge computing Review Open access Sep 2026

Artificial Intelligence and Edge Computing for Sustainable Smart Water-Safety Monitoring in Low-Resource Communities: A Critical Review

The synthesis clearly shows that the implementation of edge AI techniques has the capability to improve global water quality through immediate pollution detection, disaster forecasting, and automatic filter or alarm response without the need for cloud infrastructure.

A. Murei, I. Kamika · 0 citations
#edge computing Open access Sep 2026

What must a theory of perturbational complexity explain? Nine preregistration-hardened constraints, six dead hypotheses, and a minimal visibility account

Across five preprints (doi:10.5281/zenodo.22100546, .22100826, .22101059, .22120069, .22133403), we measured how perturbational complexity behaves once its estimator is debiased, what quantity it tracks — the reproducible dimensionality of the evoked response (R-dim) — and how that quantity depends on dynamics, trial c...

Nicolás Federico Galindez · 0 citations
#edge computing Open access Sep 2026

Frustration and holonomy in sheaves of qualia structures: quantitative local-to-global principles for phenomenal unity

In [1] we introduced the frustration f(S)f(S) of a sheaf of pseudometric spaces — the least consistency radius (in the sense of Robinson [3, 4]) achievable by any assignment — and proved metric local-to-global principles: holonomy displacement bounds, exact values on cycles, and rectification on acyclic covers. Prompte...

Otaviano Lucas Duarte Santos · 0 citations
#edge computing Dataset Open access Sep 2026

A Confound-Annotated Curriculum Dataset with Parsed Prerequisite Logic for the Universities of the United Arab Emirates

A machine-readable, course-level corpus of the curricula of the universities of the United Arab Emirates, assembled from their published course catalogs. The corpus comprises twenty-two institutions across 56 catalog editions, 52,802 course records, and 33,945 parsed prerequisite relations, of which 7,030 (20.7%) are d...

Sherzod Turaev, Saja Al-Dabet, Mary John et al. · 0 citations
#edge computing Open access Sep 2026

Cumulative Intraoperative Hypothermic Burden, Transfusion, and Estimated Blood Loss: A Retrospective Cohort Study

Superseded. This record is retired and should not be used or cited. It is replaced by 10.5281/zenodo.22234051, which is the archive accompanying the manuscript. Version v2.0.0 of this record (10.5281/zenodo.22232689) additionally contained files that should not have been distributed and its removal has been requested....

Fabrice Tiku Nyambod · 0 citations
#edge computing Book Open access Sep 2026

TinyHLS, a Python-based Hardware Compiler for 1D and 2D Convolutional Neural Networks

TinyHLS is a Python-based hardware compiler that automatically generates hardware accelerators in the form of hardware description language (HDL) code for Convolutional Neural Networks (CNNs). The description of the CNN architecture as well as the training is done in advance using Python TensorFlow Keras. TinyHLS reduc...

R. Gaede, I. Hoyer, H. Kappert et al. · 0 citations
#edge computing Open access Sep 2026

Reproducibility package — Source-Code Analysis of iFogSim for Simulating Distributed IoT Architectures

Simulation is an indispensable tool for validating distributed IoT architectures before physical deployment, and iFogSim has emerged as one of the most widely adopted platform in the fog and edge computing research community. Yet the experience of using iFogSim for non-canonical, application-specific architectures rema...

Milliam Maxime Zekeng Ndadji · 0 citations
#edge computing Open access Sep 2026

Improved Conservative Scheme for Lenard‐Bernstein Collisions in Gyrokinetic Turbulence Simulations

Turbulence in the edge and scrape‐off layer regions plays a critical role for the performance of future magnetic confinement fusion power plants. Gyrokinetic simulations allow studying this regime with high fidelity. A key aspect in these regions is the high concentration of impurities, which can radiate energy, lead...

A. Sulimro, P. Ulbl, Jordy Trilaksono et al. · 0 citations
#edge computing Open access Sep 2026

Bursty workload-adaptive scheduling with data protections for industrial cloud–edge collaboration

The Zero-Knowledge random range proof based scheduling data protection algorithm (ZKRRP-SDPA) is introduced, which employs an enhanced zero-knowledge range proof for real-valued ranges together with digital signatures, guaranteeing the security of node attribute data against any adversary except the node itself.

Jing Zhan, Xin Liu, Zhi-Qiang Zeng et al. · 0 citations
#edge computing Open access Sep 2026

Gray Langurs Optimizer-Optimized Feature Mode Decomposition for Adaptive Denoising of Multi-Source Monitoring Data from Floating Offshore Wind Turbines

Feature Mode Decomposition (FMD) adaptively decomposes signals into band-limited modes through an adaptive finite impulse response (FIR) filter bank optimized via correlated kurtosis (CK) maximization, yet its denoising performance is highly sensitive to four hyperparameters—the number of decomposition modes nm, the fi...

Xiang Ji, Lei Han, Yan Zhang · 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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