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Hazem Toutounji

Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI
2019 · Georgia Koppe, Hazem Toutounji, et al. · PLoS Computational Biology · 92
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Spatiotemporal Computations of an Excitable and Plastic Brain: Neuronal Plasticity Leads to Noise-Robust and Noise-Constructive Computations
2014 · Hazem Toutounji, Gordon Pipa · PLoS Computational Biology · 31
Coordinated Prefrontal State Transition Leads Extinction of Reward-Seeking Behaviors
2021 · Eleonora Russo, Tianyang Ma, et al. · Journal of Neuroscience · 22
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Computational models as statistical tools
2016 · Daniel Durstewitz, Georgia Koppe, et al. · Current Opinion in Behavioral Sciences · 20
Renewal of instrumental avoidance in humans.
2024 · Gonzalo P. Urcelay, Kadell Symmons, et al. · Journal of Experimental Psychology Animal Learning and Cognition · 15
An Analytical Approach to Single Node Delay-Coupled Reservoir Computing
2013 · Johannes Schumacher, Hazem Toutounji, et al. · Lecture notes in computer science · 14
Abstract rule learning promotes cognitive flexibility in complex environments across species
2025 · Florian Bähner, Tzvetan Popov, et al. · Nature Communications · 11
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Detecting Multiple Change Points Using Adaptive Regression Splines With Application to Neural Recordings
2018 · Hazem Toutounji, Daniel Durstewitz · Frontiers in Neuroinformatics · 11
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An Introduction to Delay-Coupled Reservoir Computing
2014 · Johannes Schumacher, Hazem Toutounji, et al. · Springer series in bio-/neuroinformatics · 11
Behavior control in the sensorimotor loop with short-term synaptic dynamics induced by self-regulating neurons
2014 · Hazem Toutounji, Frank Pasemann · Frontiers in Neurorobotics · 10
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Optimized Temporal Multiplexing for Reservoir Computing with a Single Delay-Coupled Node
2014 · Hazem Toutounji, Johannes Schumacher, et al. · IEICE Proceeding Series · 10
Learning the sound inventory of a complex vocal skill via an intrinsic reward
2024 · Hazem Toutounji, Anja T. Zai, et al. · Science Advances · 7
Persistent Memory in Single Node Delay-Coupled Reservoir Computing
2016 · André David Kovac, Maximilian Koall, et al. · PLoS ONE · 6
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Homeostatic Plasticity for Single Node Delay-Coupled Reservoir Computing
2015 · Hazem Toutounji, Johannes Schumacher, et al. · Neural Computation · 5
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Autonomous Learning Needs a Second Environmental Feedback Loop
2015 · Hazem Toutounji, Frank Pasemann · Studies in computational intelligence · 4
Scalable reinforcement learning through hierarchical decompositions for weakly-coupled problems
2011 · Hazem Toutounji, Constantin A. Rothkopf, et al. · IEEE International Conference on Development and Learning (ICDL) · 3
Species-conserved mechanisms of abstract rule learning promote cognitive flexibility in complex environments
2022 · Florian Bähner, Tzvetan Popov, et al. · bioRxiv (Cold Spring Harbor Laboratory) · 2
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Evaluating Neuromodulator-controlled Stochastic Plasticity for Learning Recurrent Neural Control Networks
2013 · Christian W. Rempis, Hazem Toutounji, et al. · International Joint Conference on Computational Intelligence · 2
Models of Neural Homeostasis
2017 · Hazem Toutounji · Wiley eBooks · 1
26th Annual Computational Neuroscience Meeting (CNS*2017): Part 1
2017 · Sue Denham, Panayiota Poirazi, et al. · BMC Neuroscience · 1
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On Randomness and the Genetic Behavior of Cellular Automata
2008 · Hazem Toutounji, A. Chadi Aljundi · International Conference on Information and Communication Technologies: From Theory to Applications (ICTTA) · 1
Neural Networks and Neurocomputational Modeling
2018 · Hazem Toutounji, Loreen Hertäg, et al. · Wiley eBooks
Works count: 33
Citation count: 280
H-index: 10
I10-index: 11
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