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Research map / Probabilistic and scientific modeling / Molecules and proteins

Prediction and generalisation over directed actions by grid cells

ICLR 2021 · Probabilistic and scientific modeling › Molecules and proteins · approach: Multimodal trajectory prediction · 2 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Add Fourier-mode representations with action-dependent weights to DQN (gc-DQN)DQN · CartPolelearning performanceHelped
Use a model-based deep Dyna version with Fourier-mode representations (deep gc-Dyna-Q)DQN · CartPolelearning performanceHelped
Increase diffusion strength during path integrationFourier prediction model · Grid-world path integrationpath integration errorHurt

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