Sequential Counterfactual Decision-Making Under Confounded Reward

06/05/2022

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We investigate the limitations of random trials when the cause of interest is confounded with the effect by formalizing a counterfactual policy-space where the agent's natural predilection is input to a soft-intervention.

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Sequential Counterfactual Decision-Making Under Confounded Reward

Counterfactual Explanations in Sequential Decision Making Under Uncertainty

Adversarial Counterfactual Environment Model Learning

'Put the Car on the Stand': SMT-based Oracles for Investigating Decisions

SCouT: Synthetic Counterfactuals via Spatiotemporal Transformers for Actionable Healthcare

Decomposition of Total Effect with the Notion of Natural Counterfactual Interaction Effect

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Sequential Counterfactual Decision-Making Under Confounded Reward

Related Research

Counterfactual Explanations in Sequential Decision Making Under Uncertainty

Adversarial Counterfactual Environment Model Learning

'Put the Car on the Stand': SMT-based Oracles for Investigating Decisions

SCouT: Synthetic Counterfactuals via Spatiotemporal Transformers for Actionable Healthcare

Decomposition of Total Effect with the Notion of Natural Counterfactual Interaction Effect

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