/agent_models

Primary LanguagePythonMIT LicenseMIT

The simulation modeling part of Mei, N. Santana, R., & Soto, D. (2022). Informative neural representations of unseen objects during higher-order processing in human brains and deep artificial networks, Nature Human Behavior. https://doi.org/10.1038/s41562-021-01274-7

Requirement

  • python==3.6.3
  • pytorch==1.11.0
  • tensorflow==2.0.1
  • scikit-learn==1.0

Main results

When we train the model configurations without noise (adding Gaussian noise to the image)

performance

decode

featureimportance

When we train the model confirations with standard normal noise embedded

cnn_noise

cnn_chance