Renato Duarte

Latest

• Signal denoising through topographic modularity of neural circuits
• Towards reproducible models of sequence learning: replication and analysis of a modular spiking network with reward-based learning
• Phenomenological modeling of diverse and heterogeneous synaptic dynamics at natural density
• Characteristic columnar connectivity caters to cortical computation: Replication, simulation, and evaluation of a microcircuit model
• The Tripod neuron: a minimal structural reduction of the dendritic tree
• Firing rate homeostasis counteracts changes in stability of recurrent neural networks caused by synapse loss in Alzheimer's disease
• Neuronal spike-rate adaptation supports working memory in language processing
• Unsupervised learning and clustered connectivity enhance reinforcement learning in spiking neural networks
• Passing the message: Representation transfer in modular balanced networks
• Leveraging heterogeneity for neural computation with fading memory in layer 2/3 cortical microcircuits
• Transferring state representations in hierarchical spiking neural networks
• Encoding symbolic sequences with spiking neural reservoirs
• State-dependent processing in Spiking Neural Networks
• The best spike filter kernel is a neuron
• Synaptic patterning and the timescales of cortical dynamics
• Closed loop interactions between spiking neural network and robotic simulators based on MUSIC and ROS
• Expansion and State-Dependent Variability along Sensory Processing Streams
• Liquid computing on and off the edge of chaos with a striatal microcircuit
• Dynamic stability of sequential stimulus representations in adapting neuronal networks
• Self-Organized Artificial Grammar Learning in Spiking Neural Networks
• Self-organized sequence processing in recurrent neural networks with multiple interacting plasticity mechanisms