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Sifan Wang
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PaperCATO: Charted Attention for Neural PDE OperatorsAuthorship / preprint / 2026Chun-Wun ChengCo-authorship / ResearcherCarola-Bibiane SchönliebCo-authorship / ResearcherAngelica I. Aviles-RiveroCo-authorship / ResearcherPaperRespecting causality is all you need for training physics-informed neural networksAuthorship / preprint / 2022PaperWhen and why PINNs fail to train: A neural tangent kernel perspectiveAuthorship / preprint / 2020PaperUnderstanding and mitigating gradient pathologies in physics-informed neural networksAuthorship / preprint / 2020TopicArtificial IntelligenceWorks on / 22915 works