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Modeling Human Understanding of Complex Intentional Action with a Bayesian Nonparametric Subgoal Model

AAAI 2016 · Multi-agent systems and games › Human-AI and goal-conditioned · approach: Boundedly rational agent modeling · 8 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use CRP-based nonparametric model instead of Independent model (no CRP) (ablation)Subgoal inference model · Exp 1 subgoal inferencePearson correlation with human inferences: 0.644 -> 0.973Helped
use CRP model instead of Logical Possibility modelSubgoal inference model · Exp 1 subgoal inferencePearson correlation with human inferences: 0.267 -> 0.973Helped
use CRP model instead of Copy modelSubgoal inference model · Exp 1 subgoal inferencePearson correlation with human inferences: 0.495 -> 0.973Helped
use CRP model instead of alternative models for Helper supportHelper in Worker-Helper task · Exp 2 user supportaverage scoreHelped
use CRP model instead of alternative modelsHelper in Worker-Helper task · Exp 2 user supportscore variance across repeatsHelped

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