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  1. napkin-diffusion napkin-diffusion Public

    A DDPM from scratch in one PyTorch file, on a 6GB laptop GPU — plus an honest sampler ablation: what actually buys sample quality, a better solver or better-placed steps?

    Python

  2. napkin-molecules napkin-molecules Public

    A molecule-generating LM in one PyTorch file: does a validity-guaranteed notation (SELFIES) cost you anything? A 2x2 of notation x scale on MOSES metrics, plus the metric the standard suite is blin…

    Python

  3. napkin-returns napkin-returns Public

    Which rung of the policy-gradient ladder is load-bearing? A one-file, 20-seed RL ablation on a napkin budget

    Python

  4. napkin-pixels napkin-pixels Public

    What does learning from pixels cost, and what's the cheapest pair of glasses? Paired state/pixel observations on one batched-numpy env

    Python