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X-WR-RELCALID:efc09d74-9c93-479e-a94f-485231ddccde
X-WR-TIMEZONE:America/Vancouver
X-WR-CALNAME:Using Algorithms to Understand Transformers (and Using Transfo
 rmers to Understand Algorithms) - Vatsal Sharan\, Assistant Professor\, Un
 iversity of Southern California
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TZID:America/Vancouver
TZUNTIL:20261101T090000Z
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TZNAME:PST
DTSTART:20241103T020000
TZOFFSETFROM:-0700
TZOFFSETTO:-0800
RDATE:20251102T020000
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RDATE:20260308T020000
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DTSTAMP:20260124T082822Z
CLASS:PUBLIC
CREATED:20241105T205321Z
DESCRIPTION:Abstract: We will discuss how algorithmic tools and understandi
 ng borrowed from optimization theory\, Fourier transforms\, and Boolean fu
 nction analysis can help understand the mechanisms employed by Transformer
 s to solve basic computational tasks such as linear regression and additio
 n. We will examine the role of the architecture and pre-trained data in en
 abling Transformers to learn their employed mechanisms. Finally\, we will 
 discuss work on using Transformers themselves to discover and design data 
 structures for tasks such as nearest neighbor search. Bio Vatsal Sharan is
  an assistant…
DTSTART;TZID=America/Vancouver:20241206T130000
DTEND;TZID=America/Vancouver:20241206T140000
LAST-MODIFIED:20241105T210359Z
LOCATION:UBC Vancouver Campus\, ICCS X836
SUMMARY:Using Algorithms to Understand Transformers (and Using Transformers
  to Understand Algorithms) - Vatsal Sharan\, Assistant Professor\, Univers
 ity of Southern California
TRANSP:OPAQUE
URL:https://caida.ubc.ca/event/using-algorithms-understand-transformers-and
 -using-transformers-understand-algorithms-vatsal
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