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Developed a PyTorch EBM to model a historical glyph dataset of early letterpress characters, using SGLD and reservoir sampling for stable training. Implemented a JEM to integrate generative and predictive modeling, using classifier logits as unnormalized densities and optimizing with combined contrastive and cross-entropy loss.

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