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- W3000105011 abstract "In this work, we present an alternative approach to making an agent compositional through the use of a diagnostic classifier. Because of the need for explainable agents in automated decision processes, we attempt to interpret the latent space from an RL agent to identify its current objective in a complex language instruction. Results show that the classification process causes changes in the hidden states which makes them more easily interpretable, but also causes a shift in zero-shot performance to novel instructions. Lastly, we limit the supervisory signal on the classification, and observe a similar but less notable effect." @default.
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- W3000105011 date "2020-01-13" @default.
- W3000105011 modified "2023-09-28" @default.
- W3000105011 title "Exploiting Language Instructions for Interpretable and Compositional Reinforcement Learning." @default.
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