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@@ -14,6 +14,18 @@ short_description: 'Demo of unsteady flow around varied geometries'
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  This Space runs **time-dependent DeepONet** checkpoints (s ∈ {1,4,8,16}) to generate **auto-regressive rollouts** of 2D velocity fields **(u, v)** around complex geometries (FPO / FlowBench).
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  You have two runnable apps:
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  - **`app_v1.py` (GT + metrics)**
 
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  This Space runs **time-dependent DeepONet** checkpoints (s ∈ {1,4,8,16}) to generate **auto-regressive rollouts** of 2D velocity fields **(u, v)** around complex geometries (FPO / FlowBench).
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+ ---
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+ ## Associated Resources
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+ - **Paper (arXiv):** https://arxiv.org/abs/2512.04434
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+ - **Paper page on Hugging Face:** https://huggingface.co/papers/2512.04434
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+ - **Dataset (FlowBench on Hugging Face):** https://huggingface.co/datasets/BGLab/FlowBench
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+ - **Code (model implementation & training scripts):** https://github.com/baskargroup/TimeDependent-DeepONet
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+ - **Interactive demo (Hugging Face Space):** https://huggingface.co/spaces/arabeh/DeepONet-FPO-demo
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+ ---
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  You have two runnable apps:
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  - **`app_v1.py` (GT + metrics)**