Publications Using BrainCog 2024 Papers Codes Publisher Developmental Plasticity-inspired Adaptive Pruning for Deep Spiking and Artificial Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Structural_Development/DPAP IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) Multi-compartment Neuron and Population Encoding improved Spiking Neural Network for Deep Distributional Reinforcement Learning https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/decision_making/RL/mcs-fqf Neural Networks Improving Stability and Performance of Spiking Neural Networks Through Enhancing Temporal Consistency https://github.com/Brain-Cog-Lab/ETC Pattern Recognition Spiking Generative Adversarial Network with Attention Scoring Decoding https://github.com/Brain-Cog-Lab/sgad Neural Networks Temporal Knowledge Sharing Enables Spiking Neural Network Learning from Past and Future https://github.com/Brain-Cog-Lab/TKS IEEE Transactions on Artificial Intelligence (TAI) TIM: An Efficient Temporal Interaction Module for Spiking Transformer https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/TIM IJCAI2024 Are Conventional SNNs Really Efficient? A Perspective from Network Quantization 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) CACE-Net: Co-guidance Attention and Contrastive Enhancement for Effective Audio-Visual Event Localization https://github.com/Brain-Cog-Lab/CACE-Net Proceedings of the 32nd ACM International Conference on Multimedia (ACM MM) Parallel Spiking Unit for Efficient Training of Spiking Neural Networks https://github.com/Brain-Cog-Lab/PSU IJCNN 2024 Spiking Neural Networks with Consistent Mapping Relations Allow High-Accuracy Inference https://github.com/Brain-Cog-Lab/casc Information Sciences Directly training temporal Spiking Neural Network with sparse surrogate gradient https://github.com/Brain-Cog-Lab/msg Neural Networks Brain-inspired Evolutionary Neural Architecture Search for Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Structure_Evolution/EB-NAS IEEE Transactions on Artificial Intelligence (TAI) MSAT: Biologically Inspired Multi-Stage Adaptive Threshold for Conversion of Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/Conversion/msat_conversion Neural Computing and Applications An Efficient Knowledge Transfer Strategy for Spiking Neural Networks from Static to Event Domain https://github.com/Brain-Cog-Lab/Transfer-for-DVS Proceedings of the AAAI Conference on Artificial Intelligence (AAAI) 2023 Papers Codes Publisher An unsupervised STDP-based spiking neural network inspired by biologically plausible learning rules and connections https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/UnsupervisedSTDP Neural Networks EventMix: An efficient data augmentation strategy for event-based learning https://github.com/BrainCog-X/Brain-Cog/blob/main/braincog/datasets/cut_mix.py Information Sciences Challenging deep learning models with image distortion based on the abutting grating illusion https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/IllusionPerception/AbuttingGratingIllusion Patterns Improving the Performance of Spiking Neural Networks on Event-based Datasets with Knowledge Transfer https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/img_cls/transfer_for_dvs Arxiv Exploiting Nonlinear Dendritic Adaptive Computation in Training Deep Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/blob/main/braincog/base/node/node.py#L1412 Neural Networks Emergence of Brain-inspired Small-world Spiking Neural Network through Neuroevolution https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Structural_Development/ELSM iScience Enhancing Efficient Continual Learning with Dynamic Structure Development of Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Structural_Development/DSD-SNN IJCAI Adaptive Structure Evolution and Biologically Plausible Synaptic Plasticity for Recurrent Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Structure_Evolution/Adaptive_lsm Scientific Reports Brain-inspired Neural Circuit Evolution for Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/braincog/model_zoo/NeuEvo Proceedings of the National Academy of Sciences (PANS) Bullying10K: A Large-scale Neuromorphic Dataset Towards Privacy-preserving Bullying Recognition https://github.com/BrainCog-X/Brain-Cog/tree/main/braincog/datasets/bullying10k Neurips2023 2022 Papers Codes Publisher BackEISNN: A deep spiking neural network with adaptive self-feedback and balanced excitatory–inhibitory neurons https://github.com/BrainCog-X/Brain-Cog/blob/main/examples/Perception_and_Learning/img_cls/bp/main_backei.py Neural Networks Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes https://github.com/BrainCog-X/Brain-Cog/blob/main/examples/Perception_and_Learning/Conversion/converted_CIFAR10.py IJCAI Spike Calibration: Fast and Accurate Conversion of Spiking Neural Network for Object Detection and Segmentation https://github.com/BrainCog-X/Brain-Cog/blob/main/examples/Perception_and_Learning/Conversion/converted_CIFAR10.py Arxiv Multisensory Concept Learning Framework Based on Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/MultisensoryIntegration Frontiers in Systems Neuroscience Backpropagation with biologically plausible spatiotemporal adjustment for training deep spiking neural networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/img_cls/bp Patterns Spiking CapsNet: A spiking neural network with a biologically plausible routing rule between capsules https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/img_cls/spiking_capsnet Information Sciences N-Omniglot, a large-scale neuromorphic dataset for spatio-temporal sparse few-shot learning https://github.com/BrainCog-X/Brain-Cog/tree/main/braincog/datasets/NOmniglot Scientific Data Brain-inspired Graph Spiking Neural Networks for Commonsense Knowledge Representation and Reasoning https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Knowledge_Representation_and_Reasoning/CKRGSNN Arxiv Nature-inspired self-organizing collision avoidance for drone swarm based on reward-modulated spiking neural network https://github.com/BrainCog-X/Brain-Cog/blob/main/examples/decision_making/swarm/Collision-Avoidance.py Cell Patterns Solving the spike feature information vanishing problem in spiking deep Q network with potential based normalization https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/decision_making/RL/sdqn Frontiers in Neuroscience A brain-inspired intention prediction model and its applications to humanoid robot https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Social_Cognition/Intention_Prediction Frontiers in Neuroscience A Brain-Inspired Theory of Mind Spiking Neural Network for Reducing Safety Risks of Other Agents https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Social_Cognition/ToM Frontiers in Neuroscience Brain-Inspired Affective Empathy Computational Model and Its Application on Altruistic Rescue Task https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Social_Cognition/affective_empathy/BAE-SNN Frontiers in Computational Neuroscience A brain-inspired robot pain model based on a spiking neural network https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Social_Cognition/affective_empathy/BRP-SNN Frontiers in Neurorobotics Brain-Inspired Theory of Mind Spiking Neural Network Elevates Multi-Agent Cooperation and Competition https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Social_Cognition/MAToM-SNN SSRN Adaptive Sparse Structure Development with Pruning and Regeneration for Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Structural_Development/SD-SNN Information Sciences DPSNN https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Snn_safety/DPSNN Arxiv 2021 Papers Codes Publisher Quantum superposition inspired spiking neural network https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/QSNN iScience A Brain-Inspired Causal Reasoning Model Based on Spiking Neural Networks https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Knowledge_Representation_and_Reasoning/CRSNN IJCNN2021 Brain Inspired Sequences Production by Spiking Neural Networks With Reward-Modulated STDP https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Knowledge_Representation_and_Reasoning/SPSNN Frontiers in Computational Neuroscience Stylistic Composition of Melodies Based on a Brain-Inspired Spiking Neural Network https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Social_Cognition/affective_empathy/BRP-SNN Frontiers in Neurorobotics 2020 Papers Codes Publisher GLSNN: A Multi-Layer Spiking Neural Network Based on Global Feedback Alignment and Local STDP Plasticity https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Perception_and_Learning/img_cls/glsnn Frontiers in Neuroscience Temporal-Sequential Learning With a Brain-Inspired Spiking Neural Network and Its Application to Musical Memory https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Knowledge_Representation_and_Reasoning/musicMemory Frontiers in Computational Neuroscience 2018 Papers Codes Publisher A Brain-Inspired Decision-Making Spiking Neural Network and Its Application in Unmanned Aerial Vehicle https://github.com/BrainCog-X/Brain-Cog/blob/main/examples/decision_making/BDM-SNN/BDM-SNN-hh.py Frontiers in Neurorobotics Toward Robot Self-Consciousness (II): Brain-Inspired Robot Bodily Self Model for Self-Recognition https://github.com/BrainCog-X/Brain-Cog/tree/main/examples/Social_Cognition/mirror_test Cognitive Computation