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SUMMARY:Rebecca Coulson (US Military Academy)
DTSTART:20200507T180000Z
DTEND:20200507T190000Z
DTSTAMP:20260404T143402Z
UID:OLS/3
DESCRIPTION:Title: <a href="https://stable.researchseminars.org/talk/OLS/3
 /">The Bipartite Diameter 3 Metrically Homogeneous Graphs of Generic Type:
  Their Ages and Their Almost Sure Theories</a>\nby Rebecca Coulson (US Mil
 itary Academy) as part of Online logic seminar\n\n\nAbstract\nFor the past
  40 years computer scientists generally believed that\nNP-complete problem
 s are intractable. In particular\, Boolean\nsatisfiability (SAT)\, as a pa
 radigmatic automated-reasoning problem\, has\nbeen considered to be intrac
 table. Over the past 20 years\, however\, there\nhas been a quiet\, but dr
 amatic\, revolution\, and very large SAT instances\nare now being solved r
 outinely as part of software and hardware design.\nIn this talk I will rev
 iew this amazing development and show how automated\nreasoning is now an i
 ndustrial reality.\n\nI will then describe how we can leverage SAT solving
  to accomplish\nother automated-reasoning tasks.  Sampling uniformly at ra
 ndom satisfying\ntruth assignments of a given Boolean formula or counting 
 the number of such\nassignments are both fundamental computational problem
 s in computer\nscience with applications in software testing\, software sy
 nthesis\, machine\nlearning\, personalized learning\, and more.  While the
  theory of these\nproblems has been thoroughly investigated since the 1980
 s\, approximation\nalgorithms developed by theoreticians do not scale up t
 o industrial-sized\ninstances.  Algorithms used by the industry offer bett
 er scalability\,\nbut give up certain correctness guarantees to achieve sc
 alability. We\ndescribe a novel approach\, based on universal hashing and 
 Satisfiability\nModulo Theory\, that scales to formulas with hundreds of t
 housands of\nvariables without giving up correctness guarantees.\n
LOCATION:https://stable.researchseminars.org/talk/OLS/3/
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