Deep Model Induction

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

• How Are The Conditions For Deep Model Inductionquestion0.875
• Evolutionary transitions in individuality constitute a form of deep model induction.claim0.808
  Links ETIs to the learning of hierarchical representations.
• Deep Model Induction Equivalence Hypothesis H2framework0.803
• Deep Temporal Modelsconcept0.778
  Hierarchical generative models with separate timescales, enabling long-term planning.
• Deep Equilibrium Modelsframework0.775
  Prior work on fixed-point convergence in deep networks, foundational to understanding looped model dynamics
• Large models form many induction heads built from K-composition with a previous token head, making induction heads a central driver of in-context learning at all scalesclaim0.763
  Forward-looking claim connecting toy model findings to large-scale language models
• Diffusion modelsmethod0.756
  Generative models that reverse a noising process, mentioned in quasi-simulator table.
• Deep Learningconcept0.753
  Learning hierarchical representations of non-decomposable functions; proposed as formal equivalent to ETI process.