ARC Colloquium: Sinho Chewi (MIT)

Event Details
  • Date/Time:
    • Monday October 3, 2022
      11:00 am - 12:00 pm
  • Location: Klaus 1116
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    N/A
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Summaries

Summary Sentence: Two Applications of Reversed SDEs to Sampling - Klaus 1116 at 11am

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Algorithms & Randomness Center (ARC)

Sinho Chewi (MIT)

October 3, 2022

Klaus 1116 - 11:00 am

 

Title: Two Applications of Reversed SDEs to Sampling

Abstract: I will discuss two recent applications of reversed diffusions to sampling: the proximal sampler and score-based generative models (SGMs). First, the proximal sampler, which is the sampling analogue of the proximal point method from optimization, is an attractive alternative to the well-studied Langevin algorithm. Second, SGMs such as DALL-E 2 have led to spectacular empirical successes for audio and image generation, and they can provably sample from arbitrarily non-log-concave data distributions given an accurate approximation of the score function. This is based on joint work with Sitan Chen, Yongxin Chen, Jerry Li, Yuanzhi Li, Adil Salim, Andre Wibisono, and Anru Zhang.

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Speaker's Webpage

Videos of recent talks are available at: https://smartech.gatech.edu/handle/1853/46836 and http://arc.gatech.edu/node/121

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ARC

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Faculty/Staff, Postdoc, Graduate students, Undergraduate students
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Seminar/Lecture/Colloquium
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Status
  • Created By: mb121
  • Workflow Status: Published
  • Created On: Aug 17, 2022 - 11:08am
  • Last Updated: Sep 19, 2022 - 2:21pm