Scalable reinforcement learning through hierarchical decompositions for weakly-coupled problems. - Hazem Toutounji; Constantin A. Rothkopf; Jochen Triesch (ICDL-EPIROB, 2011)

An Analytical Approach to Single Node Delay-Coupled Reservoir Computing. - Johannes Schumacher; Hazem Toutounji; Gordon Pipa (ICANN, 2013)

Evaluating Neuromodulator-controlled Stochastic Plasticity for Learning Recurrent Neural Control Networks. - Christian W. Rempis; Hazem Toutounji; Frank Pasemann (IJCCI, 2013)

Behavior control in the sensorimotor loop with short-term synaptic dynamics induced by self-regulating neurons. - Hazem Toutounji; Frank Pasemann (Frontiers Neurorobotics, 2014)

Spatiotemporal Computations of an Excitable and Plastic Brain: Neuronal Plasticity Leads to Noise-Robust and Noise-Constructive Computations. - Hazem Toutounji; Gordon Pipa (PLoS Comput. Biol., 2014)

Homeostatic Plasticity for Single Node Delay-Coupled Reservoir Computing. - Hazem Toutounji; Johannes Schumacher; Gordon Pipa (Neural Comput., 2015)

Detecting Multiple Change Points Using Adaptive Regression Splines With Application to Neural Recordings. - Hazem Toutounji; Daniel Durstewitz (Frontiers Neuroinformatics, 2018)

Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI. - Georgia Koppe; Hazem Toutounji; Peter Kirsch 001; Stefanie Lis; Daniel Durstewitz (PLoS Comput. Biol., 2019)