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Machine Theory of Mind
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Classroom Contents
Modeling Conceptual Understanding in Image Reference Games - CVPR 2020 Tutorial
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- 1 Intro
- 2 Outline
- 3 Learning via Explanation
- 4 Attributes as Explanations
- 5 Natural Language as Explanations for Communication
- 6 Grounding Visual Explanations
- 7 Rational Quantitative Attribution of Beliefs, Desires and Percepts in Human Mentalizing
- 8 Machine Theory of Mind
- 9 M'RL: Mind-aware Multi-agent Management Reinforcement Learning
- 10 Image Reference Games with Failure in Concept Understanding
- 11 Perceptual Modules (PM)
- 12 Agent Embedding (AE)
- 13 Policy Learning: Different Policies Implemented Here
- 14 Comparing Learned Policies vs Baselines
- 15 Showing Necessity of Agent Embeddings
- 16 Evaluating Cluster Quality
- 17 Modeling Conceptual Understanding Qualitative Results
- 18 Conclusions
