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

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Dec 26, 2023 119 likes •150 views

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

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

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)

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)