Looped Transformer

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

• Signal Transformerconcept0.768
  Core abstraction in Fruit: pure function mapping signals to signals; enables compositional GUI definitions.
• A Mathematical Framework for Transformer Circuitsframework0.751
  Prior Anthropic paper enabling circuit-level analysis of attention-only transformers; motivates current MLP decomposition
• Shallow Transformer (RoPE-based)framework0.747
  Two-layer transformer with rotary positional encodings used in numeric task experiments.
• Decision Transformermethod0.745
  A model that frames RL as sequence modeling, SOTA from random trajectories.
• A Mathematical Framework for Transformer Circuits (Elhage et al., 2021)concept0.745
  Foundational mechanistic interpretability paper on transformer circuit analysis
• Encoder-Only Looped Transformer for Integer Linear Systemsmethod0.743
  Miniaturized model the authors train themselves to directly observe the training-time bifurcation into fractal basins.
• Zero-Layer Transformerconcept0.734
  A transformer with no attention layers; shown to model bigram statistics via T = W_U W_E
• transformer architectureframework0.725
  Neural network architecture based on attention, commonly used in large language models