Improving generalization of federated learning in heterogeneous IoT Edge Networks

Todo list

  1. Related works 조사
  • Federated distillation관련 paper survey
  • Knowledge distillation관련 paper survey
  • unbalanced data in federated learning 관련 paper survey
  1. Baseline performance 실험
  • FL, KD 성능 각각 확보
  • ResNet-20, AlexNet, VGGNet, DenseNet
  1. NB-IoT simulator를 활용한 heterogeneous data environment 구성
  • Dataset shaping
  • Communication delay 측정
  • 전체 학습 시간 측정
  • KD + FL 통합

Hyperparameter JSON file structure