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At IDSIA, he trained long-term neural memory networks by a new method called connectionist time classification. In certain applications, this method outperformed traditional voice recognition models. In 2009, his CTC-trained LSTM was the first repeat neural network to win pattern recognition contests, winning a number of handwriting awards.

This is a very popular method. Google uses CTC-trained LSTM for smartphone voice recognition.Graves also designs the neural Turing machines and the related neural computer.