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readme.md

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Whether you're a researcher modeling complex physical systems, a developer building physics-guided models, or an enthusiast in scientific machine learning, this collection serves as a centralized hub for everything related to PIML, PINNs, and the broader integration of domain knowledge into learning systems, enriched by original peer-reviewed contributions to the field.
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## Last Updated
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June 15, 2025 at 01:39:22 AM UTC
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June 16, 2025 at 01:25:34 AM UTC
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## Theorem
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## Papers (50)
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## Papers (53)
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- [OmniFluids: Unified Physics Pre-trained Modeling of Fluid Dynamics](https://arxiv.org/abs/2506.10862)
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- [Hamiltonian Learning via Inverse Physics-Informed Neural Networks](https://arxiv.org/abs/2506.10379)
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- [R-PINN: Recovery-type a-posteriori estimator enhanced adaptive PINN](https://arxiv.org/abs/2506.10243)
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- [Machine learning on manifolds for inverse scattering: Lipschitz stability analysis](https://arxiv.org/abs/2502.07093)
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- [Fourier-Invertible Neural Encoder (FINE) for Homogeneous Flows](https://arxiv.org/abs/2505.15329)
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- [Hybrid Adaptive Modeling in Process Monitoring: Leveraging Sequence Encoders and Physics-Informed Neural Networks](https://arxiv.org/abs/2505.14252)
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- [Modelling Mosquito Population Dynamics using PINN-derived Empirical Parameters](https://arxiv.org/abs/2412.07514)
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- [Physics-Informed Latent Neural Operator for Real-time Predictions of Complex Physical Systems](https://arxiv.org/abs/2501.08428)
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- [Safe Physics-Informed Machine Learning for Dynamics and Control](https://arxiv.org/abs/2504.12952)
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## Library

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