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  1. PDE-constrained Gaussian process surrogate modeling with uncertain data locations

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  2. Magneto-thermally coupled field simulation of homogenized foil winding models

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  3. GenOM: ontology matching with description generation and large language models

    Published in World Wide Web (2026)
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  4. Spectral Model eXplainer: a chemically-grounded explainability framework for spectral-based machine learning models

    Published in ArXiv cs.LG Recent Papers (2026)
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  5. Cascaded Diffusion Models for High Fidelity Image Generation

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  6. Fast and Robust Rank Aggregation against Model Misspecification

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  7. Limit Order Book Event Stream Prediction with Diffusion Model

    Published in DSE (2026)
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  8. Leveraging large language models for document classification in the banking sector

    Published in JDSA (2026)
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  9. Mechanistic modelling of highly pathogenic avian influenza: A scoping review revealing critical gaps in cross-species transmission models

    Published in PLOS ONE (2026)
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  10. Score-Based Diffusion Models in Function Space

    Published in JMLR (2026)
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  11. Frontiers to the learning of nonparametric hidden Markov models

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  12. Latent Process Models for Functional Network Data

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  13. Dynamic Bayesian Learning for Spatiotemporal Mechanistic Models

    Published in JMLR (2026)
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  14. Deep Generative Models: Complexity, Dimensionality, and Approximation

    Published in JMLR (2026)
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  15. Uplift Model Evaluation with Ordinal Dominance Graphs

    Published in JMLR (2026)
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  16. Score-Based Diffusion Models in Function Space

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  17. Frontiers to the learning of nonparametric hidden Markov models

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  18. Latent Process Models for Functional Network Data

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  19. Dynamic Bayesian Learning for Spatiotemporal Mechanistic Models

    Published in JMLR (2026)
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  20. Deep Generative Models: Complexity, Dimensionality, and Approximation

    Published in JMLR (2026)
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