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edge computing

2,572 papers

#edge computing Preprint Sep 2026

Quantum-Enhanced Learning Framework for Intelligent and AI-Native 6G Wireless Networks

Quantumer, a hybrid TinyML--quantum framework that integrates multi-scale dilated convolutions and scaled dot-product attention within a lightweight transformer architecture, employing a two-stage transfer learning pipeline from Quantum Pre-Training (Quantumer-Q) to Classical Fine-Tuning (Quantumer-C).

M. B. A. Dastagir, Rakesh Saini, Omer Tariq et al. · 0 citations
#edge computing Preprint Sep 2026

Introvert Clustering for Distributed Graph Algorithms

We introduce a graph decomposition primitive called introvert clustering, which strengthens standard low-diameter clustering by guaranteeing that every clustered vertex keeps at least a $\left(\frac12-\varepsilon\right)$-fraction of its relevant neighbors in its own cluster. Repeatedly applying this primitive yields a...

Yi-Jun Chang, Nima Dolatabadi · 0 citations
#edge computing Open access Sep 2026

Intelligent Wearable Rehabilitation System Based on Edge Computing

An intelligent wearable system based on edge computing to enhance the efficiency of self-rehabilitation, improve system portability, and ensure comprehensive recording of rehabilitation data is proposed.

Chiung-Hsing Chen, Yi-Chen Wu, Jwu-Jenq Chen et al. · 0 citations
#edge computing Open access Sep 2026

Analysis code and outputs: cryptocurrency designation reaches the addresses that moved the money, not the infrastructure that carries it

Code and analysis outputs supporting the manuscript. Every quantity reported in the paper is drawn from the JSON files in analysis/, each produced by a script in scripts/. The study uses three kinds of data: the complete on-chain USDT histories of the 490 addresses named in Israeli counter-terrorism seizure orders and...

Qian'ang Mao, Jiaxin Wang, Jiaqi Yan · 0 citations
#edge computing Open access Sep 2026

Collaborative Research: CyberTraining: Pilot: A Zero Trust-Based Security Training Program in Open RAN Cyberinfrastructure

The Open Radio Access Network (O-RAN) has emerged as a transformative advancement in next-generation cellular cyberinfrastructure through its support for open interfaces, modular architectures, virtualization, and multi-vendor interoperability. Although these capabilities significantly accelerate innovation in future m...

Yanjun Pan, Qinghua Li, Shangqing Zhao et al. · 0 citations
#edge computing Book Sep 2026

Infrastructure and Integration of the Internet of Medical Things (IoMT)

The Internet of Medical Things (IoMT) is a revolutionary technology model that is transforming modern healthcare dramatically. The most important IoMT infrastructure components discussed in this chapter are advanced wearable sensors, cloud and edge computing models, scalable telehealth and remote monitoring systems, an...

Ajeet Kumar Sharma, Saurabh Singhal, Piyush Vashistha et al. · 0 citations
#edge computing Open access Sep 2026

KHIN™: The Portable Digital Self

KHIN™ is the Portable Digital Self, a persistent, sovereign, portable computational entity designed to carry an individual's intelligence, identity, memory, cryptography, value, agents, and network presence as one personal object under the user's ownership and control. The concept addresses the fragmentation of the mod...

Rashon Rahming · 0 citations
#edge computing Open access Sep 2026

Dynamic Consistency-Aware Multi-View Learning with SAM3 for 3D Medical Image Segmentation

A dynamic consistency-aware multi-view framework enhanced with SAM3 for 3D medical image segmentation that achieves superior segmentation accuracy over state-of-the-art approaches, with promising technical performance that supports further multicenter prospective clinical validation.

Xuan Chen, Shao-Long Chen · 0 citations
#edge computing Open access Sep 2026

BigLeak‑Hurrican‑Cosmology August 2026

Short Summary The BigLeak Hurrican Cosmology is an alternative model of the universe that tries to explain all major cosmological observations without Dark Matter, without Dark Energy, and without the Λ‑term. Instead of adding new particles or unknown energy forms, the model builds the universe from one single fundamen...

Harald Peter Joseph Engelhardt · 0 citations
#edge computing Open access Sep 2026

Structured Pad Geometry: Multi-Channel Partitioning, Sequence-Indexed Addressing, and Pure-Tier Media over a Single One-Time Pad

A shared one-time pad is conventionally treated as a single linear byte stream consumed front to back, one message after another. This wastes the pad's structural potential, forces a single serialised channel, and leaves the pad's most dangerous failure — reuse of bytes across two messages — as a discipline the impleme...

AriaLabs Systems LLC · 0 citations
#edge computing Open access Sep 2026

KHIN™: The Portable Digital Self

KHIN™ is the Portable Digital Self, a persistent, sovereign, portable computational entity designed to carry an individual's intelligence, identity, memory, cryptography, value, agents, and network presence as one personal object under the user's ownership and control. The concept addresses the fragmentation of the mod...

Rashon Rahming · 0 citations

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Microsoft Research Blog Oct 6, 2026

What AI gets wrong and what failure teaches us

Jennifer Neville did not want to go into computer science—but that’s exactly where she landed. Neville discusses the starts and stops that led to her professional sweet spot and her work identifying “surprising failures” making it hard for AI to handle complexity.  The post What AI gets wrong and what failure teaches us appeared first on Microsoft Research.

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