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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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Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech

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Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech

·10 min read·Xuanjun Chen, Yun-Shing Wu, Wei-Chung Lu et al.

This paper tackles the critical problem of poor generalization in deepfake speech detection when models trained on proxy resynthesized data (CoRS) encounter real-world synthesized speech (CodecFake…

researchdeepfake-speech-detectiondomain-shift-augmentationself-supervised-learningproxy-to-wild-generalization

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