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method:diffusion-models

Diffusion models

Generative models that reverse a noising process, mentioned in quasi-simulator table.

Neighborhood — ranked by edge-count

Artifacts (1)

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Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

  • A model explaining zebra stripes and other animal coat patterns, showing how roughness arises from interaction of regular processes with surface geometry.
  • Class of generative models adapted for molecular and materials design; MatterGen is an example.
  • Computational models of crystal growth that produce rough overall symmetry but fail to explain the detailed identical sub-symmetries on snowflake arms
  • modelconcept0.778
    A representation that captures relevant aspects of a system; according to the theorem, the regulator must embody this.
  • Hierarchical generative models with separate timescales, enabling long-term planning.
  • Reasoning Modelsconcept0.769
    Class of large language models designed to produce extended chain-of-thought before answering, studied in this paper
  • Autoregressive modelsframework0.764
    Second model system studied; used to show why flat autoregressive LLMs struggle with long-range coherence.