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Probabilistic Programming Bots in Intuitive Physics Game Play

AAAI 2021 · Multi-agent systems and games › Human-AI and goal-conditioned · approach: Imitation and skill learning · 0 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use CNN-estimated Dirichlet priors instead of uniform priors (ablation)Probabilistic physics sampling for Flappy Bird · Flappy Birdaverage scoreHelped
Combine CNN-guided sampling with probabilistic physics simulationFlappy Bird · Flappy Birdaverage scoreHelped
Remove the CNN and use an all-ones Dirichlet prior (ablation)PB-CNN · Flappy Birdaverage scoreHurt

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