Modeling Conceptual Understanding in Image Reference Games - CVPR 2020 Tutorial

Modeling Conceptual Understanding in Image Reference Games - CVPR 2020 Tutorial

Bolei Zhou via YouTube Direct link

Machine Theory of Mind

8 of 18

8 of 18

Machine Theory of Mind

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

Modeling Conceptual Understanding in Image Reference Games - CVPR 2020 Tutorial

Automatically move to the next video in the Classroom when playback concludes

  1. 1 Intro
  2. 2 Outline
  3. 3 Learning via Explanation
  4. 4 Attributes as Explanations
  5. 5 Natural Language as Explanations for Communication
  6. 6 Grounding Visual Explanations
  7. 7 Rational Quantitative Attribution of Beliefs, Desires and Percepts in Human Mentalizing
  8. 8 Machine Theory of Mind
  9. 9 M'RL: Mind-aware Multi-agent Management Reinforcement Learning
  10. 10 Image Reference Games with Failure in Concept Understanding
  11. 11 Perceptual Modules (PM)
  12. 12 Agent Embedding (AE)
  13. 13 Policy Learning: Different Policies Implemented Here
  14. 14 Comparing Learned Policies vs Baselines
  15. 15 Showing Necessity of Agent Embeddings
  16. 16 Evaluating Cluster Quality
  17. 17 Modeling Conceptual Understanding Qualitative Results
  18. 18 Conclusions

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.