biological plausibility

Dendritic Localized Learning: Toward Biologically Plausible Algorithm ICML 2025 Efficient Target Propagation by Deriving Analytical Solution AAAI 2024 Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization ICLR 2024 Correlative Information Maximization: A Biologically Plausible Approach to Supervised Deep Neural Networks without Weight Symmetry NeurIPS 2023 EICIL: Joint Excitatory Inhibitory Cycle Iteration Learning for Deep Spiking Neural Networks NeurIPS 2023 Formalizing locality for normative synaptic plasticity models NeurIPS 2023 Sequential Memory with Temporal Predictive Coding NeurIPS 2023 Training biologically plausible recurrent neural networks on cognitive tasks with long-term dependencies NeurIPS 2023 A Theoretical Framework for Inference Learning NeurIPS 2022 Beyond accuracy: generalization properties of bio-plausible temporal credit assignment rules NeurIPS 2022 Biologically plausible solutions for spiking networks with efficient coding NeurIPS 2022 Constrained Predictive Coding as a Biologically Plausible Model of the Cortical Hierarchy NeurIPS 2022 Error-driven Input Modulation: Solving the Credit Assignment Problem without a Backward Pass ICML 2022 Minimizing Control for Credit Assignment with Strong Feedback ICML 2022 A mechanistic multi-area recurrent network model of decision-making NeurIPS 2021 Attention Approximates Sparse Distributed Memory NeurIPS 2021 Biological learning in key-value memory networks NeurIPS 2021 Convergence and Alignment of Gradient Descent with Random Backpropagation Weights NeurIPS 2021 Credit Assignment in Neural Networks through Deep Feedback Control NeurIPS 2021 Reward based Hebbian Learning in Direct Feedback Alignment (Student Abstract) AAAI 2021 Towards Biologically Plausible Convolutional Networks NeurIPS 2021 A simple normative network approximates local non-Hebbian learning in the cortex NeurIPS 2020 A Unified Framework of Online Learning Algorithms for Training Recurrent Neural Networks JMLR 2020 Biological credit assignment through dynamic inversion of feedforward networks NeurIPS 2020 Biologically Plausible Sequence Learning with Spiking Neural Networks AAAI 2020