Research

Search / Optimization / Regularization / Model Representation

  • Probabilistic Model Building for Structure Search [refs]
  • Regularization of Neural Networks [refs]
  • Problem Decomposition in Neural Networks [refs]

Applications: Natural Language Processing / Computational Linguistics

  • Model Revision for Statistical Machine Translation [refs]
  • Ensemble of Neural Networks for Syntax Analysis [refs]
  • Training Guide of Neural Networks for Neural Machine Translation [refs]
  • Knowledge Graph Embedding/Training

Applications: Environmental  Science 

  • Stability Analysis of LSTM for Long-Term Forecasting in Ecological Data [refs]

Applications: Vision

  • Error Detection by Image-Based Modeling in Additive Manufacturing [refs]