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
Discovering Transformer Circuits via a Hybrid Attribution and Pruning Framework (2024)
authors
reviewer:will-blair
Hybrid circuit discovery (combining Edge Attribution Patching with Edge Pruning) achieves 46% speedup over pure pruning while maintaining faithfulness, yet misses cooperative multi-head inhibition patterns that EAP alone cannot detect due to zero individual attribution scores.
vs_6f41cb13fb21f61c · manual_curation
outgoing
vf_182cb4f97418dc5dMechanistic similarity across architectures (index 4) extends and complicates universality claims (index 1) by showing that architectural differences (off-by-one patterns) persist despite functional similarity; true universality requires accounting for implementation variance.
vf_7a690fac11e87c30Hybrid circuit discovery speedup (index 4) supports weight-sparse transformer circuits prediction (index 9) by demonstrating that faster discovery is achievable when circuit redundancy is reduced; suggests redundancy level determines discovery cost.
incoming
No incoming links.
events
vev_f0522cc4982bb4b2finding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_1241403e12eb35bdfinding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation record targets this finding id.