penrose_diffusion. Permutation Invariant DDPM/DDIM Model on Sets} to sample-without-repetition chaotic aperiodic tilings on zero-measure fractal manifolds. Built a plug-and-play architecture for Transformer Denoisers, VAE Latent Space Learning, Discrete Diffusers and LLM style Auto-regressive GPTs. Probes the limits of class-conditioned structure discovery.

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