Technische Universität München Robotics and Embedded Systems
 
 

Dr. Alex Graves

 

Research Associate

E-Mail ed.mut.ni@sevarg
Room MI 00.09.064
Phone +49.89.289.17850
Fax +49.89.289.18107
Address Institut für Informatik VI
Technische Universität München
Boltzmannstraße 3
85748 Garching bei München
Germany
 

Research Interests

Curriculum Vitæ

Teaching

Publications

[1] Frank Sehnke, Christian Osendorfer, Thomas Rückstieß, Alex Graves, Jan Peters, and Jürgen Schmidhuber. Parameter-exploring policy gradients. Neural Networks, 23(2), March 2010. (.pdf )
[2] Martin Wöllmer, Florian Eyben, Joseph Keshet, Alex Graves, Björn Schuller, and Gerhard Rigoll. Robust discriminative keyword spotting for emotionally colored spontaneous speech using bidirectional LSTM networks. In Proc. of ICASSP, pages 3949-3952, Taipei, Taiwan, April 2009. (.pdf )
[3] Alex Graves and Jürgen Schmidhuber. Offline handwriting recognition with multidimensional recurrent neural networks. In D. Koller, D. Schuurmans, Y. Bengio, and L. Bottou, editors, Advances in Neural Information Processing Systems 21, pages 545-552. 2009. (.pdf )
[4] Alex Graves, Christoph Mayer, Matthias Wimmer, Jürgen Schmidhuber, and Bernd Radig. Facial expression recognition with recurrent neural networks. In Proceedings of the International Workshop on Cognition for Technical Systems, Munich, Germany, October 2008. (.pdf )
[5] Alexander Graves. Supervised Sequence Labelling with Recurrent Neural Networks. Dissertation, Technische Universität München, München, July 2008. (.pdf )
[6] Santiago Fernández, Alex Graves, and Jürgen Schmidhuber. Phoneme recognition in TIMIT with BLSTM-CTC. Technical Report IDSIA-04-08, IDSIA, April 2008. Also published as arXiv:0804.3269v1 [cs.CL]. (.pdf )
[7] Alex Graves, Santiago Fernández, Marcus Liwicki, Horst Bunke, and Jürgen Schmidhuber. Unconstrained online handwriting recognition with recurrent neural networks. In J.C. Platt, D. Koller, Y. Singer, and S. Roweis, editors, Advances in Neural Information Processing Systems 20, NIPS 2008, Cambridge, MA, January 2008. MIT Press. (.pdf )
[8] Alex Graves, Marcus Liwicki, Santiago Fernández, Roman Bertolami, Horst Bunke, and Jürgen Schmidhuber. A novel connectionist system for unconstrained handwriting recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2008. To appear. (.pdf )
[9] Frank Sehnke, Christian Osendorfer, Thomas Rückstieß, Alex Graves, Jan Peters, and Jürgen Schmidhuber. Policy gradients with parameter-based exploration for control. In J. Koutnik V. Kurkova, R. Neruda, editor, Proceedings of the International Conference on Artificial Neural Networks, ICANN 2008, Part I, LNCS 5163, pages 387-396. Springer-Verlag Berlin Heidelberg, 2008. (.pdf )
[10] Santiago Fernández, Alex Graves, and Jürgen Schmidhuber. An application of recurrent neural networks to discriminative keyword spotting. In Proceedings of the 2007 International Conference on Artificial Neural Networks, ICANN 2007, Porto, Portugal, September 2007. (.pdf )
[11] Alex Graves, Santiago Fernández, and Jürgen Schmidhuber. Multidimensional recurrent neural networks. In Proceedings of the 2007 International Conference on Artificial Neural Networks, Porto, Portugal, September 2007. (.pdf )
[12] Alexander Förster, Alex Graves, and Jürgen Schmidhuber. RNN-based learning of compact maps for efficient robot localization. In 15th European Symposium on Artificial Neural Networks, ESANN, pages 537-542, Bruges, Belgium, April 2007. (.pdf )
[13] Santiago Fernández, Alex Graves, and Jürgen Schmidhuber. Sequence labelling in structured domains with hierarchical recurrent neural networks. In Proceedings of the 20th International Joint Conference on Artificial Intelligence, IJCAI 2007, Hyderabad, India, January 2007. (.pdf )
[14] Marcus Liwicki, Alex Graves, Santiago Fernández, Horst Bunke, and Jürgen Schmidhuber. A novel approach to on-line handwriting recognition based on bidirectional long short-term memory networks. In Proceedings of the 9th International Conference on Document Analysis and Recognition, ICDAR 2007, Curitiba, Brazil, sep 2007. (.pdf )
[15] Alex Graves, Santiago Fernández, Faustino Gomez, and Jürgen Schmidhuber. Connectionist temporal classification: Labelling unsegmented sequence data with recurrent neural networks. In Proceedings of the International Conference on Machine Learning, ICML 2006, Pittsburgh, USA, June 2006. (.pdf )
[16] Nicole Beringer, Alex Graves, Florien Schiel, , and Jürgen Schmidhuber. Classifying unprompted speech by retraining lstm nets. In Proceedings of the 2005 International Conference on Artificial Neural Networks, Warsaw, Poland, September 2005.
[17] Alex Graves, Santiago Fernández, and Jürgen Schmidhuber. Bidirectional LSTM networks for improved phoneme classification and recognition. In Proceedings of the 2005 International Conference on Artificial Neural Networks, Warsaw, Poland, September 2005. (.pdf )
[18] Alex Graves and Jürgen Schmidhuber. Framewise phoneme classification with bidirectional LSTM networks. In Proceedings of the 2005 International Joint Conference on Neural Networks, Montreal, Canada, July 2005. (.pdf )
[19] Alex Graves and Jürgen Schmidhuber. Framewise phoneme classification with bidirectional lstm and other neural network architectures. Neural Networks, 18(5-6):602-610, June 2005. (.pdf )
[20] Alex Graves, Nicole Beringer, and Jürgen Schmidhuber. A comparison between spiking and differentiable recurrent neural networks on spoken digit recognition. In The 23rd IASTED International Conference on modelling, identification, and control, Grindelwald, Switzerland, February 2004.
[21] Alex Graves, Douglas Eck, Nicole Beringer, and Jürgen Schmidhuber. Biologically plausible speech recognition with lstm neural nets. In First International Workshop on Biologically Inspired Approaches to Advanced Information Technology, Lausanne, Switzerland, January 2004.
© 2009 · Technische Universität München · Department of Informatics · Robotics and Embedded Systems