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Title: GitHub - voltwin-dev/LOD-ML: (CIKM '25 Oral) Learnable Orthogonal Decomposition for Non-Regressive Prediction for PDE · GitHub

Open Graph Title: GitHub - voltwin-dev/LOD-ML: (CIKM '25 Oral) Learnable Orthogonal Decomposition for Non-Regressive Prediction for PDE

X Title: GitHub - voltwin-dev/LOD-ML: (CIKM '25 Oral) Learnable Orthogonal Decomposition for Non-Regressive Prediction for PDE

Description: (CIKM '25 Oral) Learnable Orthogonal Decomposition for Non-Regressive Prediction for PDE - voltwin-dev/LOD-ML

Open Graph Description: (CIKM '25 Oral) Learnable Orthogonal Decomposition for Non-Regressive Prediction for PDE - voltwin-dev/LOD-ML

X Description: (CIKM '25 Oral) Learnable Orthogonal Decomposition for Non-Regressive Prediction for PDE - voltwin-dev/LOD-ML

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https://github.com/voltwin-dev/LOD-ML#lod-learnable-orthogonal-decomposition
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https://github.com/voltwin-dev/LOD-ML/blob/main/images/LOD.png
Learnable Orthogonal Decomposition for Non-Regressive Prediction for PDEhttps://dl.acm.org/doi/10.1145/3746252.3761364
https://dl.acm.org/doi/10.1145/3746252.3761364
https://www.growkudos.com/publications/10.1145%252F3746252.3761364/reader
https://github.com/voltwin-dev/LOD-ML#table-of-contents
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LOD Training🤗https://github.com/voltwin-dev/LOD-ML?tab=readme-ov-file#lod-training
Evaluation🌟https://github.com/voltwin-dev/LOD-ML?tab=readme-ov-file#evaluation
LOD Inference🌊https://github.com/voltwin-dev/LOD-ML?tab=readme-ov-file#lod-inference
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https://github.com/voltwin-dev/LOD-ML#introduction
https://github.com/voltwin-dev/LOD-ML/blob/main/images/fno_vs_lod.png
https://github.com/voltwin-dev/LOD-ML#datasets
PDEBench datasethttps://github.com/pdebench/PDEBench/tree/main/pdebench/data_download
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https://github.com/voltwin-dev/LOD-ML#1d-pde
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https://github.com/voltwin-dev/LOD-ML#shallow-water
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https://github.com/voltwin-dev/LOD-ML#1d-pde-1
https://github.com/voltwin-dev/LOD-ML#shallow-water-1
https://github.com/voltwin-dev/LOD-ML#evaluation
https://github.com/voltwin-dev/LOD-ML#efficiency
https://github.com/voltwin-dev/LOD-ML/blob/main/images/vram.png
https://github.com/voltwin-dev/LOD-ML#performance-advection
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