computational neuroscience

Model Based Inference of Synaptic Plasticity Rules NeurIPS 2024 Second-order forward-mode optimization of recurrent neural networks for neuroscience NeurIPS 2024 Synaptic Weight Distributions Depend on the Geometry of Plasticity ICLR 2024 Deep Spiking Neural Networks with High Representation Similarity Model Visual Pathways of Macaque and Mouse AAAI 2023 Performance-optimized deep neural networks are evolving into worse models of inferotemporal visual cortex NeurIPS 2023 No Free Lunch from Deep Learning in Neuroscience: A Case Study through Models of the Entorhinal-Hippocampal Circuit NeurIPS 2022 A mechanistic multi-area recurrent network model of decision-making NeurIPS 2021 HNPE: Leveraging Global Parameters for Neural Posterior Estimation NeurIPS 2021 Learning rule influences recurrent network representations but not attractor structure in decision-making tasks NeurIPS 2021 Your head is there to move you around: Goal-driven models of the primate dorsal pathway NeurIPS 2021 From deep learning to mechanistic understanding in neuroscience: the structure of retinal prediction NeurIPS 2019 Visual Sequence Learning in Hierarchical Prediction Networks and Primate Visual Cortex NeurIPS 2019 Toward Goal-Driven Neural Network Models for the Rodent Whisker-Trigeminal System NeurIPS 2017 “Congruent” and “Opposite” Neurons: Sisters for Multisensory Integration and Segregation NeurIPS 2016 A Tractable Approximation to Optimal Point Process Filtering: Application to Neural Encoding NeurIPS 2015 A Dual Algorithm for Olfactory Computation in the Locust Brain NeurIPS 2014 Demixing odors - fast inference in olfaction NeurIPS 2013 Synchronization can Control Regularization in Neural Systems via Correlated Noise Processes NeurIPS 2012 The topographic unsupervised learning of natural sounds in the auditory cortex NeurIPS 2012 Emergence of Multiplication in a Biophysical Model of a Wide-Field Visual Neuron for Computing Object Approaches: Dynamics, Peaks, & Fits NeurIPS 2011 In All Likelihood, Deep Belief Is Not Enough JMLR 2011 Unsupervised learning models of primary cortical receptive fields and receptive field plasticity NeurIPS 2011 Sodium entry efficiency during action potentials: A novel single-parameter family of Hodgkin-Huxley models NeurIPS 2010 Spike timing-dependent plasticity as dynamic filter NeurIPS 2010 Know Thy Neighbour: A Normative Theory of Synaptic Depression NeurIPS 2009