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  • From: Adam Harrison <A.Harrison-15@sms.ed.ac.uk>
  • To: Ivan Vegner <ivan.vegner@ed.ac.uk>
  • Cc: "inf-seminars@mlist.is.ed.ac.uk" <inf-seminars@mlist.is.ed.ac.uk>, "inf-edinburghnlp@mlist.is.ed.ac.uk" <inf-edinburghnlp@mlist.is.ed.ac.uk>, "ilcc-members@inf.ed.ac.uk" <ilcc-members@inf.ed.ac.uk>, "aiai-members@inf.ed.ac.uk" <aiai-members@inf.ed.ac.uk>, "lfcs-interest@mlist.is.ed.ac.uk" <lfcs-interest@mlist.is.ed.ac.uk>
  • Subject: AI Safety Seminar 3.07 Informatics Forum, Friday 4pm - Ivan Vegner & Elliot Tower - Sparse weight factorization for transformer circuit discovery
  • Date: Fri, 12 Jun 2026 10:19:09 +0000

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ORGANIZER;CN=Adam Harrison:mailto:A.Harrison-15@sms.ed.ac.uk
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 _________\n\n\n_____________________________________________\nFrom: Adam H
 arrison\nSent: 09 June 2026 16:59\nTo: 'inf-seminars@mlist.is.ed.ac.uk' <i
 nf-seminars@mlist.is.ed.ac.uk>\; inf-edinburghnlp@mlist.is.ed.ac.uk\nSubje
 ct: AI Safety Seminar 3.07 Informatics Forum\, Friday 4pm - Ivan Vegner & 
 Elliot Tower - Sparse weight factorization for transformer circuit discove
 ry\n\nJoin us for a seminar organised by AI Safety Hub Edinburgh<https://d
 illinger.io/aished.org>.\n\nThis week we have 4th year PhD student Ivan Ve
 gner and independent researcher Elliot Tower presenting their work on mech
 anistic interpretability and how they unify weight-based circuit analysis 
 with feature-based activations.\n\nTitle: Sparse weight factorization for 
 transformer circuit discovery\nWhen: Friday\, 12th June\, 4pm\nWhere: 3.07
 \, Informatics Forum\nAbstract:\nMechanistic interpretability of transform
 er language models often seeks to identify task-relevant circuits: pathway
 s by which one component writes information to the residual stream and ano
 ther later component reads it. Existing methods such as edge attribution p
 atching (EAP) score the importance of whole component-to-component edges\,
  but they do not reveal which residual-stream directions mediate the commu
 nication. We introduce a factorized transformer parameterization in which 
 attention and MLP projection matrices are decomposed through a shared bank
  of residual-stream factors. In this representation\, output projections w
 rite into factor subspaces and input projections read from the same factor
  basis\, making cross-module communication explicit at the level of learne
 d weight structure. We show that standard EAP decomposes exactly into a su
 m of factorized EAP scores\, where each score measures the attribution of 
 a specific writer factor from module (u) to a specific reader factor in mo
 dule (v). This yields a more granular circuit-discovery objective over fac
 tor-mediated pathways rather than whole edges. This framework provides a b
 ridge between weight-based circuit analysis and feature-based residual-str
 eam decompositions\, enabling interpretable analyses of which factors are 
 read\, written\, and reused in transformer computations. In this talk\, we
  present the factorized Transformer framework and some preliminary results
 .\n\n\nBest\,\nAdam\n
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SUMMARY;LANGUAGE=en-US:AI Safety Seminar 3.07 Informatics Forum\, Friday 4p
 m - Ivan Vegner & Elliot Tower - Sparse weight factorization for transform
 er circuit discovery
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  • AI Safety Seminar 3.07 Informatics Forum, Friday 4pm - Ivan Vegner & Elliot Tower - Sparse weight factorization for transformer circuit discovery, Adam Harrison, 06/12/2026

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