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Paris Perdikaris

PhysicsCorrect: A Training-Free Approach for Stable Neural PDE Simulations

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Jul 03, 2025
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Active Learning Design: Modeling Force Output for Axisymmetric Soft Pneumatic Actuators

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Apr 01, 2025
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On conditional diffusion models for PDE simulations

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Oct 21, 2024
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Score Neural Operator: A Generative Model for Learning and Generalizing Across Multiple Probability Distributions

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Oct 11, 2024
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Deep Learning Alternatives of the Kolmogorov Superposition Theorem

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Oct 02, 2024
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Disk2Planet: A Robust and Automated Machine Learning Tool for Parameter Inference in Disk-Planet Systems

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Sep 25, 2024
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Physics-Informed Neural Networks and Extensions

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Aug 29, 2024
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Bridging Operator Learning and Conditioned Neural Fields: A Unifying Perspective

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May 22, 2024
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Aurora: A Foundation Model of the Atmosphere

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May 20, 2024
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Composite Bayesian Optimization In Function Spaces Using NEON -- Neural Epistemic Operator Networks

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Apr 03, 2024
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