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Deep Learning / 31

Advanced Architectures

Survey advanced network families and define the evidence needed to assess new architectural ideas.

Section 31 of 32 · 15 subtopics

This is a knowledge index. Published titles open their articles; the remaining entries outline planned coverage.

Architectures in this chapter evolve quickly. Future articles should state their review date, identify the model or paper version, and distinguish reported evidence from interpretation.

Subtopics

  1. 31.01

    Residual Networks

    Planned guide: Residual Networks. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  2. 31.02

    Dense Networks

    Planned guide: Dense Networks. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  3. 31.03

    Mixture of Experts

    Planned guide: Mixture of Experts. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  4. 31.04

    Sparse Neural Networks

    Planned guide: Sparse Neural Networks. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  5. 31.05

    Memory Networks

    Planned guide: Memory Networks. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  6. 31.06

    Neural ODEs

    Planned guide: Neural ODEs. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  7. 31.07

    Capsule Networks

    Planned guide: Capsule Networks. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  8. 31.08

    State Space Models

    Planned guide: State Space Models. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  9. 31.09

    Mamba-Style Architectures

    Planned guide: Mamba-Style Architectures. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  10. 31.10

    Retrieval-Augmented Neural Systems

    Planned guide: Retrieval-Augmented Neural Systems. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  11. 31.11

    Modular Neural Networks

    Planned guide: Modular Neural Networks. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  12. 31.12

    Neuro-Symbolic Systems

    Planned guide: Neuro-Symbolic Systems. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  13. 31.13

    Foundation Models

    Planned guide: Foundation Models. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  14. 31.14

    Scaling Laws

    Planned guide: Scaling Laws. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation
  15. 31.15

    Emerging Architectures

    Planned guide: Emerging Architectures. Focus on intuition, assumptions, and a worked example.

    advancedArticle in preparation