Fact Checking Problem: Estimated that people will see more fake - - PowerPoint PPT Presentation

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Fact Checking Problem: Estimated that people will see more fake - - PowerPoint PPT Presentation

Fact Checking Problem: Estimated that people will see more fake than real news by 2022 Data: Google Fact Check research dataset Input: Claim + Supporting evidence Output: True / Partly True / Not True Supporting Evidence


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SLIDE 1

Fact Checking

  • Problem: Estimated that people will see

more fake than real news by 2022

  • Data: Google Fact Check research dataset
  • Input: Claim + Supporting evidence
  • Output: True / Partly True / Not True
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SLIDE 2

Supporting Evidence

  • Problem: It is hard to verify text is legitimate

if it is missing in text citations

  • Data:

–Academic Papers –News websites such as theconversation.com

  • Input: A news article / paper / essay
  • Output: The locations where citations are

needed (classification) and what should be cited (recommendation)

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SLIDE 3

Playing Video Games

  • Problem: RL algorithms

learn to play games very slowly

  • Solution: Encode human

priors to speed up learning

  • Future research ideas:

–Physics-based dynamics –3D environments –Object-Oriented RL

Unsupervised Video Object Segmentation for Deep Reinforcement Learning Goel, Weng, Poupart (NeurIPS 2018)