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

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

  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

  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)

  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 Unsupervised Video Object Segmentation for Deep Reinforcement Learning – 3D environments Goel, Weng, Poupart (NeurIPS 2018) – Object-Oriented RL

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