framework
active
framework:causal-graph-formalism-wolfram-physics-styleCausal graph formalism (Wolfram physics style)
Janus proposes transformer computation viewed as causal graph with foliations/time-slices specifying computation order.
Neighborhood — ranked by edge-count
Frameworks (1)
framework
- Wolfram Causal Graphrelated_tosame_asA framework from Wolfram physics viewing computation as a causal graph with foliations/time-slices specifying computation order.
Artifacts (1)
artifact
- X/Twitter thread (Sept 10, 2025) proposing dual information highways in transformers: residual stream (vertical) and K/V stream (horizontal).
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Chvykov and Hoel's geometric extension of causal emergence to continuous systems using Fisher information.
- Transformer can be viewed as a Wolfram causal graph with foliations specifying computation order.claim0.782Janus's interpretive framing of transformers as causal graphs.
- Formal representation of algorithms as directed acyclic graphs computing functions f_A
- Cited as enabling precise behavioral control through SAE features, extending the same methodological line
- Central question: does geometry in activation space causally determine behavior?
- Property that causal mechanisms remain stable across environments; desirable for OOD.
- Methodological claim about the scientific value of combining causal abstraction with representational geometry analysis
- Function determining the value of a variable based on its causal parents in an acyclic causal model.