Continuous Development and Safety Assurance Pipeline for ML-Based Systems in the Railway Domain. - Zeller, Marc; Waschulzik, Thomas; Carlan, Carmen; Serahlazau, Marat; Bahlmann, Claus; Wu, Zhiliang; Spieckermann, Sigurd; Krompass, Denis; Geerkens, Simon; Sieberichs, Christian; Kirchheim, Konstantin; Özen, Batu Kaan; et al. (2024)

Attention-based Information Fusion using Multi-Encoder-Decoder Recurrent Neural Networks. - Baier, Stephan; Spieckermann, Sigurd; Tresp, Volker (2017)

Attention-based Information Fusion using Multi-Encoder-Decoder Recurrent Neural Networks. - Baier, Stephan; Spieckermann, Sigurd; Tresp, Volker (CoRR, 2017)

Theano: A Python framework for fast computation of mathematical expressions. - Al-Rfou, Rami; Alain, Guillaume; Almahairi, Amjad; Angermüller, Christof; Bahdanau, Dzmitry; Ballas, Nicolas; Bastien, Frédéric; Bayer, Justin; Belikov, Anatoly; Belopolsky, Alexander; Bengio, Yoshua; Bergeron, Arnaud; et al. (CoRR, 2016)

Multi-Task and Transfer Learning with Recurrent Neural Networks. - Spieckermann, Sigurd (2015)

Exploiting similarity in system identification tasks with recurrent neural networks. - Spieckermann, Sigurd; Düll, Siegmund; Udluft, Steffen; Hentschel, Alexander; Runkler, Thomas A. (Neurocomputing, 2015)

Exploiting similarity in system identification tasks with recurrent neural networks. - Spieckermann, Sigurd; Düll, Siegmund; Udluft, Steffen; Hentschel, Alexander; Runkler, Thomas A. (2014)

Regularized Recurrent Neural Networks for Data Efficient Dual-Task Learning. - Spieckermann, Sigurd; Düll, Siegmund; Udluft, Steffen; Runkler, Thomas A. (2014)