Counterfactually Guided Policy Transfer in Clinical Settings

Taylor W. Killian
Taylor W. Killian
Shalmali Joshi
Shalmali Joshi
Cited by: 0|Views5

Abstract:

Reliably transferring treatment policies learned in one clinical environment to another is currently limited by challenges related to domain shift. In this paper we address off-policy learning for sequential decision making under domain shift -- a scenario susceptible to catastrophic overconfidence -- which is highly relevant to a high-...More

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