record state
frontier-ownedReview status
This finding is part of accepted frontier state. Review events, reviewable changes, and proof state explain how it can change.
unreviewed
frontiers / frontier
Finding bundle
back to stateno incoming links yet
record state
frontier-ownedThis finding is part of accepted frontier state. Review events, reviewable changes, and proof state explain how it can change.
finding statement
finding typeNo entity list is declared.
evidence
source-boundtheoretical · manual state transition
proof impact
packet context1 reviewable changes and 0 evaluation records are attached to this finding id.
Evidence and conditions
method
manual state transition
evidence type
theoretical
conditions
Provenance
source title
Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence (2025)
authors
reviewer:will-blair
In-context meta-learning circuits emerge in three sequential phases (non-context, semi-context, full-context) with distinct attention patterns, predicting that phase transitions occur at different model scales and that phase timing correlates with downstream task generalization on out-of-distribution prompts.
vs_482cf7e9d0e55b5d · manual_curation
outgoing
No outgoing links.
incoming
No incoming links.
events
vev_b328de454e8a790bfinding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_d058c543127cf8aafinding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation record targets this finding id.