Construct · 1 fields · 1 citations

compounding error in imitation learning: a standalone construct

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compounding error inimitation learning1 CONSTRUCTCompounding error inROSS · REINFORCEMENT LEARNING

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Reinforcement learning

small mistakes by a cloned policy lead it into states the expert never visited, where errors grow roughly with the square of the horizon.

In reinforcement learning, compounding error in imitation learning refers to small mistakes by a cloned policy lead it into states the expert never visited, where errors grow roughly with the square of the horizon. This meaning comes from Ross (2010) in arXiv.[1]

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Nearby constructs

error4 fields · 8 citationsjingle · one word, four constructshorizon5 fields · 5 citationsjingle · one word, five constructsimitation learning1 fields · 1 citationsanchor · a standalone construct

References

  1. Ross, S., Gordon, G. J., & Bagnell, J. A. (2010). A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning. arXiv. https://doi.org/10.48550/arxiv.1011.0686

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