Discriminative model

  1. Task learning increased redundancy in macaque visual cortex responses
    Task learning increases information redundancy in macaque visual cortex while preserving individual neuron information, supporting Bayesian inference over efficiency-based models.
  2. Deep learning improved classification of jaw fibro-osseous lesions
    Deep learning model using ResNet-50 classifies fibro-osseous jaw lesions from histology images with 86% accuracy, outperforming pathologists in differentiating fibrous dysplasia, cemento-ossifying.