KZKY memo


SSL Ladder Network

Semi-Supervised LearningにおけるLadder Networkを実装した.Permuration-Invariant MNISTで,100ラベルで98%の正答率が出たので,大体再現出来たと言える.

SSL Ladder Network


  • Rasmus, A., Valpola, H., Honkala, M., Berglund, M., & Raiko, T. (2015). Semi-Supervised Learning with Ladder Networks. Neural and Evolutionary Computing; Learning; Machine Learning.
  • Pezeshki, M., Fan, L., Brakel, P., Courville, A., & Bengio, Y. (2016). Deconstructing the Ladder Network Architecture (icml). Icml, 48, 1–15.