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edge computing

3,051 papers

#edge computing Open access Sep 2026

mnemorphics

Short takeaway: Mnemorphics is a mega‑document—a merged research codex—combining acoustic metamaterials, shockwave diodes, energy‑harvesting physics, AI cognitive‑warfare systems, particle‑capture engineering, and large‑scale defensive architecture. It reads like a fusion of hard engineering, corrected physical models,...

francis lee · 0 citations
#edge computing Open access Sep 2026

TOPO-2026 Validation Framework: A Dual-Approach Evaluation Suite for Certified Vision-Language Models

TOPO-2026 Validation Framework: Complete Summary Document Overview Title: TOPO-2026 Validation Framework: A Dual-Approach Evaluation Suite for Certified Vision-Language Models Author: Frank Morales Aguilera, BEng, MEng, SMIEEE Affiliation: Sovereign Machine Laboratory (SOMALA), Montreal, Canada Date: August 2026 Core P...

Frank Morales · 0 citations
#large language models Open access Sep 2026

mnemorphics

Short takeaway: Mnemorphics is a mega‑document—a merged research codex—combining acoustic metamaterials, shockwave diodes, energy‑harvesting physics, AI cognitive‑warfare systems, particle‑capture engineering, and large‑scale defensive architecture. It reads like a fusion of hard engineering, corrected physical models,...

francis lee · 0 citations
#edge computing Preprint Sep 2026

Almost Linear 3-Spanners of Temporal Cliques

A simple recursive algorithm is presented that computes, for every temporal clique on $n$ vertices, a temporal $3-spanner of size $n^{1+2/\sqrt{\ln n}}=n^{1+o(1)}$, thereby improving the previous best upper bound of $\widetilde{\mathcal{O}}(n^{3/2})$.

Júlia Baligács, Davide Bilò, Václav Blažej et al. · 0 citations
#edge computing Preprint Sep 2026

AceSpec: An Asymmetric Edge-Cloud Collaborative Framework for Communication-Efficient LLM Inference

AceSpec, an asymmetric edge-cloud collaborative framework that employs an asymmetric communication protocol that transmits minimal main-chain indices uplink and compact sparse distributions downlink and introduces a network-aware, Lagrangian-optimized resource allocation strategy that dynamically maximizes the local ca...

Yi-Da Zhang, Zhi-Yong Gao, Shuai-Bing Yue et al. · 0 citations
#edge computing Preprint Sep 2026

Single-Shot Fidelity Reveals Hard and Soft Limits: A Universal Yardstick for Photon-Number-Resolving Detectors

Photon-number-resolving (PNR) detectors are essential for photonic quantum computing, where a single measurement outcome must reliably herald a specific quantum state. However, detector fidelity is conventionally evaluated using ensemble-averaged statistics obtained from many measurements, which can remain high even wh...

Tetsuya Tsuruta, A. Yoshizawa, Daiji Fukuda · 0 citations
#edge computing Review Open access Sep 2026

A Survey of Decentralized Physical Infrastructure Network, Research Directions, and Open Challenges

This paper analyzes the DePIN technology stack from six layers: physical infrastructure, blockchain, interaction, trust, incentive, and application, with special attention to their cross-layer feedback loops, implementation readiness, and deployment limitations.

Ming Jiang, Er-Wu Liu, Xin-Yu Qu et al. · 0 citations
#edge computing Preprint Sep 2026

Will there be a 7G?

This paper argues that 7G should not be treated as an inevitable numbering exercise or as a catalogue of more ambitious radio targets, and its justification should depend on whether post-6G systems introduce needs or coordination problems that cannot be met by 6G/6G-Advanced, Wi-Fi, NTN, private cellular, neutral-host...

Adnan Aijaz · 0 citations
#edge computing Preprint Sep 2026

Agentic UE-CoMIMO for 6G Terminals: From Virtual Antenna Augmentation to AI-Native Virtualization

Agentic UE-CoMIMO is introduced, in which device micro-agents, a smartphone or CPE hub agent, and edge/network agents coordinate device participation, relay modes, traffic splitting and duplication, compute placement, semantic-token exchange, and topology reconfiguration.

Chao-Kai Wen, Y. Chan, Lung-Sheng Tsai et al. · 0 citations
#artificial intelligence Open access Sep 2026

Blockchain-Enabled Artificial Intelligence and AI Agents for Secure Data Sharing and Cybersecurity Applications

This paper presents a meta-synthesis that draws together four constituent studies covering adversarial machine learning, AI-powered anomaly detection in cloud environments, automated vulnerability patching by multi-agent large language model (LLM) pipelines, and the broader landscape of securing AI systems across their...

Harsh Verma · 0 citations
#edge computing Open access Sep 2026

LiteNet: lightweight network traffic classification using explainable artificial intelligence and model compression

LiteNet is proposed, a lightweight model for real-time NTC in a resource-constrained environment to address the disparity between model complexity and edge device limitations, and Benchmarking results demonstrated that LiteNet outperformed the state-of-the-art method in terms of performance and efficiency.

A. Haris, Azizi Ariffin, Nor Badrul Anuar et al. · 0 citations
#edge computing Sep 2026

A lightweight and efficient carton detection model for intelligent warehouse environments

Carton detection is a crucial task in intelligent warehouse systems, whose performance is primarily constrained by the limited storage and computing resources of warehouse edge devices. In this paper, a new model called BM-YOLO is proposed based on You Only Look Once 11 (YOLO11) to overcome these issues. First, a DimPo...

Haiyang Chen, Baoke Xue, Guangdeng Zong · 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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