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AI Safety Seminar 3.07 Informatics Forum, Friday 4pm - Ivan Vegner & Elliot Tower - Sparse weight factorization for transformer circuit discovery
- 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
BEGIN:VCALENDAR METHOD:REQUEST PRODID:Microsoft Exchange Server 2010 VERSION:2.0 BEGIN:VTIMEZONE TZID:GMT Standard Time BEGIN:STANDARD DTSTART:16010101T020000 TZOFFSETFROM:+0100 TZOFFSETTO:+0000 RRULE:FREQ=YEARLY;INTERVAL=1;BYDAY=-1SU;BYMONTH=10 END:STANDARD BEGIN:DAYLIGHT DTSTART:16010101T010000 TZOFFSETFROM:+0000 TZOFFSETTO:+0100 RRULE:FREQ=YEARLY;INTERVAL=1;BYDAY=-1SU;BYMONTH=3 END:DAYLIGHT END:VTIMEZONE BEGIN:VEVENT ORGANIZER;CN=Adam Harrison:mailto:A.Harrison-15@sms.ed.ac.uk ATTENDEE;ROLE=REQ-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=Ivan Vegne r:mailto:ivan.vegner@ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=inf-semina rs@mlist.is.ed.ac.uk:mailto:inf-seminars@mlist.is.ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=inf-edinbu rghnlp@mlist.is.ed.ac.uk:mailto:inf-edinburghnlp@mlist.is.ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=ilcc-membe rs@inf.ed.ac.uk:mailto:ilcc-members@inf.ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=aiai-membe rs@inf.ed.ac.uk:mailto:aiai-members@inf.ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=lfcs-inter est@mlist.is.ed.ac.uk:mailto:lfcs-interest@mlist.is.ed.ac.uk DESCRIPTION;LANGUAGE=en-US:Teams meeting for anyone who can’t make it in person\n__________________________________________________________________ ______________\nMicrosoft Teams meeting\nJoin: https://teams.microsoft.com /meet/392601482277293?p=xCVgoNLCPKAwOOxQSn\nMeeting ID: 392 601 482 277 29 3\nPasscode: 2pi72xY6\n________________________________\nNeed help?<https: //aka.ms/JoinTeamsMeeting?omkt=en-US> | System reference<https://teams.mic rosoft.com/l/meetup-join/19%3ameeting_MjNhNmNlODItOGE2OC00YTgzLWEzNWUtMjIw MTczNDhhOTZk%40thread.v2/0?context=%7b%22Tid%22%3a%222e9f06b0-1669-4589-87 89-10a06934dc61%22%2c%22Oid%22%3a%22e0f73f04-7a9f-404a-b597-700b0a2315b7%2 2%7d>\nFor organizers: Meeting options<https://teams.microsoft.com/meeting Options/?organizerId=e0f73f04-7a9f-404a-b597-700b0a2315b7&tenantId=2e9f06b 0-1669-4589-8789-10a06934dc61&threadId=19_meeting_MjNhNmNlODItOGE2OC00YTgz LWEzNWUtMjIwMTczNDhhOTZk@thread.v2&messageId=0&language=en-US>\n[Company L ogo]\nThe University of Edinburgh is a charitable body\, registered in Sco tland\, with registration number SC005336. Is e buidheann carthannais a th ’ ann an Oilthigh Dhùn Èideann\, clàraichte an Alba\, àireamh clàra idh SC005336.\nOrg help<https://support.office.com/en-us/article/join-a-me eting-in-teams-1613bb53-f3fa-431e-85a9-d6a91e3468c9> | Privacy and securit y<https://www.ed.ac.uk/information-services/about/policies-and-regulations >\n_______________________________________________________________________ _________\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 UID:040000008200E00074C5B7101A82E00800000000309968CB5BFADC01000000000000000 0100000002811F2CECFBF1C4D9B75D25512360104 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 DTSTART;TZID=GMT Standard Time:20260612T160000 DTEND;TZID=GMT Standard Time:20260612T170000 CLASS:PUBLIC PRIORITY:5 DTSTAMP:20260612T101907Z TRANSP:OPAQUE STATUS:CONFIRMED SEQUENCE:0 LOCATION;LANGUAGE=en-US:Microsoft Teams Meeting X-MICROSOFT-CDO-APPT-SEQUENCE:0 X-MICROSOFT-CDO-OWNERAPPTID:-320051222 X-MICROSOFT-CDO-BUSYSTATUS:TENTATIVE X-MICROSOFT-CDO-INTENDEDSTATUS:BUSY X-MICROSOFT-CDO-ALLDAYEVENT:FALSE X-MICROSOFT-CDO-IMPORTANCE:1 X-MICROSOFT-CDO-INSTTYPE:0 X-MICROSOFT-SKYPETEAMSMEETINGURL:https://teams.microsoft.com/l/meetup-join/ 19%3ameeting_MjNhNmNlODItOGE2OC00YTgzLWEzNWUtMjIwMTczNDhhOTZk%40thread.v2/ 0?context=%7b%22Tid%22%3a%222e9f06b0-1669-4589-8789-10a06934dc61%22%2c%22O id%22%3a%22e0f73f04-7a9f-404a-b597-700b0a2315b7%22%7d X-MICROSOFT-SCHEDULINGSERVICEUPDATEURL:https://api.scheduler.teams.microsof t.com/teams/2e9f06b0-1669-4589-8789-10a06934dc61/e0f73f04-7a9f-404a-b597-7 00b0a2315b7/19_meeting_MjNhNmNlODItOGE2OC00YTgzLWEzNWUtMjIwMTczNDhhOTZk@th read.v2/0 X-MICROSOFT-SKYPETEAMSPROPERTIES:{"cid":"19:meeting_MjNhNmNlODItOGE2OC00YTg zLWEzNWUtMjIwMTczNDhhOTZk@thread.v2"\,"private":true\,"type":0\,"mid":0\," rid":0\,"uid":null} X-MICROSOFT-DONOTFORWARDMEETING:FALSE X-MICROSOFT-DISALLOW-COUNTER:FALSE X-MICROSOFT-REQUESTEDATTENDANCEMODE:DEFAULT X-MICROSOFT-ISRESPONSEREQUESTED:TRUE X-MICROSOFT-LOCATIONS:[ { "DisplayName" : "Microsoft Teams Meeting"\, "Loca tionAnnotation" : ""\, "LocationSource" : 0\, "Unresolved" : false\, "Loca tionUri" : "" } ] BEGIN:VALARM DESCRIPTION:REMINDER TRIGGER;RELATED=START:-PT15M ACTION:DISPLAY END:VALARM END:VEVENT END:VCALENDAR
- 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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