rahit/repro-inverting-data-transformations-via-diffusion-sampling

1# Reproduction: Inverting Data Transformations via Diffusion Sampling2 3[HF paper page](https://huggingface.co/papers/2602.08267)4 5## Pages6 7| Page |8| --- |9| [Executive summary](#/executive-summary) |10| [Claim 1: Proposition 4.2: TIED derives Trivialized Target Score](#/claim-1-proposition-4-2-tied-derives-trivialized-target-score) |11| [Claim 2: transformation-inversion posterior det shown](#/claim-2-transformation-inversion-posterior-det-shown) |12| [Claim 3: Table 1: MNIST affine transformations Aff TIED VAE energy](#/claim-3-table-1-mnist-affine-transformations-aff-tied-vae-energy) |13| [Claim 4: Table 1: MNIST homography transformations PGL TIED VAE](#/claim-4-table-1-mnist-homography-transformations-pgl-tied-vae) |14| [Claim 5: Table 2: PDE-symmetry inversion TIED reduces relative](#/claim-5-table-2-pde-symmetry-inversion-tied-reduces-relative) |15| [Claim 6: synthetic sampling task TIED recovers correct multimodal](#/claim-6-synthetic-sampling-task-tied-recovers-correct-multimodal) |16| [Conclusion](#/conclusion) |17