| 2017 | ICASSP | Returnn: The RWTH extensible training framework for universal recurrent neural networks. | Patrick Doetsch, Albert Zeyer, Paul Voigtlaender, Ilia Kulikov, Ralf Schlter, Hermann Ney |
| 2017 | ICASSP | A comprehensive study of deep bidirectional LSTM RNNS for acoustic modeling in speech recognition. | Albert Zeyer, Patrick Doetsch, Paul Voigtlaender, Ralf Schlter, Hermann Ney |
| 2016 | ICFHR | Bidirectional Decoder Networks for Attention-Based End-to-End Offline Handwriting Recognition. | Patrick Doetsch, Albert Zeyer, Hermann Ney |
| 2016 | ICFHR | On the Benefits of Convolutional Neural Network Combinations in Offline Handwriting Recognition. | Dewi Suryani, Patrick Doetsch, Hermann Ney |
| 2016 | ICFHR | Handwriting Recognition with Large Multidimensional Long Short-Term Memory Recurrent Neural Networks. | Paul Voigtlaender, Patrick Doetsch, Hermann Ney |
| 2015 | ICASSP | Sequence-discriminative training of recurrent neural networks. | Paul Voigtlaender, Patrick Doetsch, Simon Wiesler, Ralf Schlter, Hermann Ney |
| 2015 | ICDAR | Bagging by design for continuous Handwriting Recognition using multi-objective particle swarm optimization. | Mahdi Hamdani, Patrick Doetsch, Hermann Ney |
| 2015 | ICDAR | Investigation of Segmental Conditional Random Fields for large vocabulary handwriting recognition. | Mahdi Hamdani, M. Ali Basha Shaik, Patrick Doetsch, Hermann Ney |
| 2014 | DAS | The RWTH Large Vocabulary Arabic Handwriting Recognition System. | Mahdi Hamdani, Patrick Doetsch, Michal Kozielski, Amr El-Desoky Mousa, Hermann Ney |
| 2014 | DAS | Multilingual Off-Line Handwriting Recognition in Real-World Images. | Michal Kozielski, Patrick Doetsch, Mahdi Hamdani, Hermann Ney |
| 2014 | ICFHR | Fast and Robust Training of Recurrent Neural Networks for Offline Handwriting Recognition. | Patrick Doetsch, Michal Kozielski, Hermann Ney |
| 2014 | ICFHR | Improvement of Context Dependent Modeling for Arabic Handwriting Recognition. | Mahdi Hamdani, Patrick Doetsch, Hermann Ney |
| 2014 | ICFHR | Open-Lexicon Language Modeling Combining Word and Character Levels. | Michal Kozielski, Martin Matysiak, Patrick Doetsch, Ralf Schlter, Hermann Ney |
| 2014 | ICFHR | Towards Unsupervised Learning for Handwriting Recognition. | Michal Kozielski, Malte Nuhn, Patrick Doetsch, Hermann Ney |
| 2013 | ICDAR | Improvements in RWTH's System for Off-Line Handwriting Recognition. | Michal Kozielski, Patrick Doetsch, Hermann Ney |
| 2013 | Interspeech | Cross-entropy vs. squared error training: a theoretical and experimental comparison. | Pavel Golik, Patrick Doetsch, Hermann Ney |
| 2012 | ICFHR | Comparison of Bernoulli and Gaussian HMMs Using a Vertical Repositioning Technique for Off-Line Handwriting Recognition. | Patrick Doetsch, Mahdi Hamdani, Hermann Ney, Adri Gimnez, Jess Andrs-Ferrer, Alfons Juan |
| 2011 | ICIP | Hierarchical hybrid MLP/HMM or rather MLP features for a discriminatively trained Gaussian HMM: A comparison for offline handwriting recognition. | Philippe Dreuw, Patrick Doetsch, Christian Plahl, Hermann Ney |