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Zero Touch Predictive Orchestration — Automating Time-Series Models for the Cloud-Edge Continuum

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Zero Touch Predictive Orchestration — Automating Time-Series Models for the Cloud-Edge Continuum

·8 min read·Abd Elghani Meliani, Arora Sagar, Adlen Ksentini et al.

This paper addresses the cold start problem in proactive resource orchestration for the highly dynamic Cloud-Edge Continuum (CEC), where newly discovered edge nodes have insufficient local telemetr…

researchcloud-edge-continuumtime-series-forecastingzero-touch-managementresource-orchestration

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CoMetaPNS — Continually Meta-learning Personalized Neural Surrogates for Cardiac Electrophysiology Simulations

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CoMetaPNS — Continually Meta-learning Personalized Neural Surrogates for Cardiac Electrophysiology Simulations

·7 min read·Ryan Missel, Xiajun Jiang, Linwei Wang

This paper addresses the challenge of continually personalizing neural surrogate models for cardiac electrophysiology (EP) simulations under sequentially arriving, unlabeled clinical data sources

researchcontinual-meta-learningneural-surrogatescardiac-electrophysiologybayesian-gaussian-mixture-model

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Evidence Markets

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Evidence Markets

·8 min read·Safwan Hossain, Gabriel Andrade, Chengqi Zang et al.

This paper addresses two core limitations of traditional prediction markets — they only aggregate beliefs without revealing underlying evidence or reasoning, and they require an event with a known e…

researchprediction-marketsincentive-designmarket-scoring-rulesevidence-aggregation

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