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DTSTART:20230312T070000
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DTSTART:20221106T060000
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DTSTART;TZID=America/Toronto:20230712T120000
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URL:https://uwaterloo.ca/institute-for-quantum-computing/events/iqc-student
 -seminar-featuring-pulkit-sinha
LOCATION:QNC - Quantum Nano Centre 200 University Avenue West QNC 1201 Wate
 rloo ON N2L 3G1 Canada
SUMMARY:IQC Student Seminar Featuring Pulkit Sinha
CLASS:PUBLIC
DESCRIPTION:OPTIMAL BOUNDS FOR QUANTUM LEARNING VIA INFORMATION THEORY\n\nI
  will discuss our recent work on finding lower bounds to solve three\nprob
 lems in Quantum Learning Theory: Quantum PAC learning\, Quantum\nAgnostic 
 Learning and Quantum Coupon Collector. Our main goal was to\nuse tools fro
 m Quantum Information Theory\, specifically the data\nprocessing inequalit
 y\, to obtain these results\, instead of going for\nmore exotic ones. We s
 ucceed in doing so for the first two problems\,\nand we show concretely th
 at it doesn't work for the last problem\, due\nto an inherent loss of info
 rmation that is possible even for valid\nlearning algorithms\, for which w
 e give a bound using an alternate\nmethod that utilizes the analysis we we
 nt through previously. We hope\nthat these tools are broadly applicable to
  other quantum learning\nproblems.\n\nADD EVENT TO CALENDAR\n\nApple [http
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DTSTAMP:20260406T221522Z
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