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Learning to Represent and Explore Unknown Domains

Learning to Represent and Explore Unknown Domains. Ni Lao Lei Li School of Computer Science. Scenario. Similar scenario as POMDP Limited observation Known cost function Unknown transition model. Example. Compare: Improvement. Proposed Model. Plan of Evaluation. Grid World

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Learning to Represent and Explore Unknown Domains

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  1. Learning to Represent and Explore Unknown Domains Ni Lao Lei Li School of Computer Science

  2. Scenario • Similar scenario as POMDP • Limited observation • Known cost function • Unknown transition model

  3. Example

  4. Compare: Improvement

  5. Proposed Model

  6. Plan of Evaluation • Grid World • Tony’s collection of POMDP problems • Super Mario Competition • Goal: • Best time • Most gold coin • Most enemies killed

  7. Thank you! • Comment?

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