Province II · Representation & Generation · 3 territories
The Ateliers
How models compress raw senses into useful codes, and the families of models that generate.
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T-05
Representation Learning
The Cartographer’s Table
Keep the few facts that matter – chair, door, window – and throw away the millions of pixels that do not.
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T-06
Generative Foundations: Latent Variables, Diffusion & Flow
The Workshop Quarter
There are a handful of very different recipes for turning nothing into something realistic, each with its own trade-offs.
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T-07 · New
Diffusion & Flow Matching
The Fresco Rooms
Teach a model to clean up a slightly noisy picture, then let it clean up pure static into something new.