Signal Transformer

Core abstraction in Fruit: pure function mapping signals to signals; enables compositional GUI definitions.

Neighborhood — ranked by edge-count

concept

Fruit: Functional Reactive User Interface Toolkit
associated_with
A GUI library for Haskell based on formal denotational model using signals and signal transformers as core abstractions.
Space-Time Leak
contradicts
Implementation pathology where complete time-history of signal must be retained; avoided in Fruit by restricting signals to non-first-class values.

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.

Signalconcept0.822
Core abstraction in Fruit model: a function from continuous time to a value; foundation for reactive programming in Fruit.
Decision Transformermethod0.795
A model that frames RL as sequence modeling, SOTA from random trajectories.
Looped Transformerframework0.768
Core subject of the paper: transformers that reapply layers cyclically to improve reasoning via test-time compute
transformer architectureframework0.759
Neural network architecture based on attention, commonly used in large language models
Zero-Layer Transformerconcept0.752
A transformer with no attention layers; shown to model bigram statistics via T = W_U W_E
TEM-Transformer (TEM-t)framework0.750
The transformer version directly analogous to TEM, introduced in this paper, offering dramatic performance improvements.
Shallow Transformer (RoPE-based)framework0.744
Two-layer transformer with rotary positional encodings used in numeric task experiments.
A Mathematical Framework for Transformer Circuits (Elhage et al., 2021)concept0.738
Foundational mechanistic interpretability paper on transformer circuit analysis