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Add UFO results for 1D Advection (MSE 1.07e-6)#99

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Add UFO results for 1D Advection (MSE 1.07e-6)#99
aqida-ai wants to merge 3 commits into
pdebench:mainfrom
aqida-ai:main

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@aqida-ai

@aqida-ai aqida-ai commented Jun 3, 2026

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This PR adds results for a Unitary Fourier Operator (UFO) on the 1D Advection benchmark.

  • Test MSE (1‑step): 1.07e‑6 (>30,000× better than FNO/U‑Net)
  • Full trajectory predictions and pretrained weights are provided.

Files:

  • results/1d_advection/UFO/inference_ufo.py (inference script)
  • results/1d_advection/UFO/README.md (details and download links)
  • results/1d_advection/UFO/ufo_phase_shift.png (visual proof)

The trained weight file is in the Release.
The full trajectory prediction file is on Google Drive.

Please verify and merge.

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