This record contains Rigorous Consolidated Core v2.1.5 of the Helix–Light–Vortex Framework (HLV). HLV is positioned in this revision as: Helix–Light–Vortex Framework (HLV) A Cut-and-Project and Incidence-Spectral Research Programme. The term “Framework” denotes the existing mathematical architecture and provenance of t...
Marcel Krüger· Zenodo (CERN European Organi...· 0 citations
Wireless networks are undergoing a paradigm shift with the advent of 6G, in which artificial intelligence (AI) is becoming a necessity at the physical layer for tasks like spectrum sensing, interference mitigation, and adaptive resource allocation. The Open Radio Access Network (O-RAN) architecture enables this transit...
Federated learning (FL) enables distributed clients to collaboratively train machine learning models without sharing raw data, making it well-suited for edge computing environments. However, deploying FL at the edge introduces critical challenges, including potential model poisoning by malicious clients or edge servers...
Xiaodong Shen, Chang Xu, Liehuang Zhu et al.· IEEE Internet of Things Jour...· 0 citations
An Evaluation Agent, middleware that combines Natural Language Inference factual verification, a five-signal poison detector with relevance-weighted aggregation, and a Trust Index is proposed, which reliably blocks instruction injection of unsafe advice while contradiction and subtle semantic weakening remain hard.
Balkrishna Giri, M. Hasan, Jussi Rasku et al.· 0 citations
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Paper 89 does not claim that a full continuum cosmology, a complete quantum-gravity phenomenology, or a derivation of the exact constants of nature has been achieved from first principles. It does show that the verified QGEFT repository now reproduces, in one self-contained Monte-Carlo experiment, the algorithmic core...
Yaniv Cohen· Zenodo (CERN European Organi...· 0 citations
A Python harness for measuring how well language-model agents resist indirect prompt injection. It wraps the AgentDojo task environments and adds a frozen, hashed measurement protocol, joint reporting of task utility alongside attack resistance, cluster-bootstrap confidence intervals over task pairs, and a confirmed/pr...
Imran Ahamed· Zenodo (CERN European Organi...· 0 citations
Summary Catastrophic climate destabilization, topsoil loss, computational energy strain, and chronic disease burdens demand scalable models that unify rapid atmospheric carbon drawdown with ecological, energetic, and macroeconomic resilience. Here, I present a multi-system techno-ecological framework demonstrating a vi...
David K Cundiff· Zenodo (CERN European Organi...· 0 citations
This paper investigates the computational capabilities of a non-conventional neural architecture designed to analyze highly non-linear, high-energy geophysical patterns within the Japanese region. To bypass the severe infrastructure costs associated with high-performance computing (HPC) clusters and promote decentraliz...
Marco Franzini· Zenodo (CERN European Organi...· 0 citations
The O-series defines a canonical pair-level capacity observable and establishes that vertical non-injectivity does not change its observable rank. The further prescription ${\beta^{*}}=1/({\delta_{\mathrm{pair}}}+\tfrac12)$, however, imports the changing-degree LPS growth equation into a fixed-degree Heisenberg cascade...
Abstract Community detection algorithms such as Leiden frequently produce clusters thatare internally disconnected or poorly connected, limiting their utility indownstream network analysis. The Well-Connected Clusters (WCC) and ConnectivityModifier (CM) algorithms address this by post-processing any input clusteringto...
Mohammed Dindoost, Oliver Alvarado Rodriguez, Asif Uddin et al.· Applied Network Science· 0 citations
This review examines how large language models can be introduced into the power internet of things without shifting them into the role of direct grid control agents and evaluates intelligent inspection, digital-twin assistance, virtual power plants, demand response, and load forecasting through an explicit evidence-mat...
Chao He, Yun-Jie Su, Si-Rui Zhang et al.· Clean Energy· 0 citations
FINDING: Topological insulators are bulk-insulating but surface/edge-conducting quantum phases, protected by time-reversal symmetry and characterized by a Z₂ topological invariant. | MATH: The key invariant is the Z₂ index ν ∈ {0,1}, computed from the Pfaffian of the Bloch wavefunction overlap matrix: δ(k) = Pf[⟨u_m(k)...
Andrew Stewart Caldin· Zenodo (CERN European Organi...· 0 citations
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· microsoft.comOct 15, 2026
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.
MIT News · Artificial Intelligence· news.mit.eduOct 8, 2026
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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