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edge computing

2,919 papers

#edge computing Open access Sep 2026

Real-Time Aerodynamic Flow Reconstruction from Ultra-Sparse Sensors via Deep Permutation Networks (DPN) and Idempotent Physical Projections

Real-time estimation of full unsteady aerodynamic flow fields $\mathbf{u}(\mathbf{x}, t) = (u, v)$ from ultra-sparse discrete sensor observations (e.g., $M \le 10$ point velocity probes across thousands of grid cells) is a foundational challenge in active flow control, wind tunnel telemetry, and unmanned aerial vehicle...

A. Emre Cetin · 0 citations
#edge computing Book Sep 2026

Deep Learning

This chapter provides a comprehensive overview of the transformative role of deep learning (DL) in plant biology and agriculture. It begins by establishing the foundational concepts of DL and examining the confluence of factors, including big data availability and advancements in computational power, that have propelle...

Jemaa Essemine, Zhan Xu, Mokhtar Guerfel et al. · 0 citations
#edge computing Open access Sep 2026

toyomacro: X-ray photoelectron spectroscopy analysis toolkit

X-ray photoelectron spectroscopy analysis toolkit: high-throughput Voigt fitting and the analysis foundation around it. v0.2.0 adds two experimental diagnostics — how well a spectrum determines the Voigt widths, and energy-axis calibration on a Fermi edge — three runnable examples, and a set of corrections. No existing...

Satoshi Toyoda · 0 citations
#explainable ai Open access Sep 2026

NUMEN Autonomy Integrity Suite: Hybrid Lean 4 Formal Verification of Behavioral Safety Mathematics with Data-Provable Guarantees

What This IsThe NUMEN Autonomy Integrity Suite is a complete formal verification framework that establishesa mathematically certified chain of trust for measuring behavioral safety in autonomous AI sys‐tems. It consists of five integrated layers:autonomy_eval.py (933 lines) — A behavioral health measurement tool that e...

Daniel Dragolich · 0 citations
#federated learning Conference Sep 2026

Research on satellite-ground collaborative computing paradigm based on edge computing

In the fields of emergency communication and disaster rescue, satellite plays a pivotal role due to its extensive coverage and robust resistance to damage, serving as a critical support mechanism in extreme environments. However, the traditional satellite data processing paradigm exhibits significant limitations in ter...

Yun-Na Li, Jia-Xing Wang, Yu-Zhe Sun et al. · 0 citations
#reinforcement learning Open access Sep 2026

A Novel Federated and Quantum-resistant Security Framework for Edge-cloud Systems

As system decentralization heterogeneous resource constraints and the uncertain threat against quantum computing are introduced by rapid growth of edge-cloud computing infrastructures, this develop also raises new security challenges.Traditional security architectures depend on stationary cryptographic deployments and...

Setti Sarika, S. Jhansi Rani · 0 citations
#edge computing Open access Sep 2026

Reproducibility code for inter-county distances along U.S. highway and railway networks

This software package contains the reproducibility code used to construct and validate the dataset of inter-county distances along the real-world highway and railway networks in the contiguous United States. The workflow implements the QGIS–RStudio crosswalk described in the accompanying study, integrating geographic i...

Yongxin Cai, Xinyan Li, Deniz Karakoç · 0 citations
#edge computing Open access Sep 2026

Exact Permutation Moments for Walsh Interaction-Order Energies: A Projector Specialization of Quadratic-Form Randomization Theory

WHAT THIS PACKAGE DOES This reproducibility package accompanies the methods manuscript "Exact Permutation Moments for Walsh Interaction-Order Energies: A Projector Specialization of Quadratic-Form Randomization Theory" (J600, Roshankumar Chandaliya, QDL project). It provides the complete open-source implementation, exh...

Roshankumar chandaliya · 0 citations
#edge computing Open access Sep 2026

Frobenius Minimality, Minimum-Layer Uniqueness, and an Infinite Family of Huneke-Wiegand Counterexamples

Son Pham publicly identified a counterexample to the Huneke-Wiegand conjecture in the class of two-generated monomial ideals over symmetric numerical semigroup rings, subsequently verified by Professor Craig Huneke. We preserve that discovery priority and answer two different questions: how small can such an example be...

Felipe Santibañez-Leal · 0 citations
#edge computing Open access Sep 2026

fracpll: charge-pump fractional-N PLL design from measured pieces

First release: the charge-pump fractional-N loop, noise, delta-sigma, tuning-curve, lock and measurement-planning machinery distilled from a monolithic GaN-on-SOI HEMT-varactor PLL co-design study, generalized to any technology that fits a charge-pump loop -- CMOS, SiGe, GaN or board-level. The physics-informed-ML and...

Tanvir M. Mahim · 0 citations
#edge computing Open access Sep 2026

torch-fem

Added IsotropicDamage1D, IsotropicDamagePlaneStrain and IsotropicDamagePlaneStress, so a Truss and a Planar model can carry damage. Under plane stress the out-of-plane strain follows the in-plane one and contributes to the tangent. TransverseIsotropicElasticityPlaneStress and TransverseIsotropicElasticityPlaneStrain, s...

Nils Meyer · 0 citations
#edge computing Open access Sep 2026

Physics-Informed Reconstruction of Unmeasurable Cardiac Fields from Real Data: Electrocardiographic Imaging and 4D-Flow Aortic Pressure, Verified Against Known Answers, with Null Results

Two clinically decisive cardiac quantities cannot be measured where they are needed: the heart-surface potential map (measured only with an invasive electrode cage) and the intra-vascular pressure field (measured only with a catheter). Each is tied by a governing equation to a quantity measurable non-invasively, the bo...

Felipe Santibañez-Leal · 0 citations

From tech blogs

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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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