Publications
We primarily publish our research in the relevant IEEE Transactions titles.
Most of our recent work should be accessible on an Open Access basis. However, if you cannot locate a specific manuscript online, please feel free to contact us.
2025
Converting High-Performance and Low-Latency SNNs Through Explicit Modeling of Residual Error in ANNs
(2025)
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IEEE Transactions on Neural Networks and Learning Systems, 2025
TDFormer: A Top-Down Attention-Controlled Spiking Transformer
(2025)
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arXiv preprint arXiv:2505.15840, 2025
SOTA: Spike-Navigated Optimal Transport Saliency Region Detection in Composite-bias Videos
(2025)
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Proceedings of the International Joint Conference on Artificial Intelligence, 2025
Differential coding for training-free ANN-to-SNN conversion
(2025)
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arXiv preprint arXiv:2503.00301, 2025
Decoding natural visual scenes via learnable representations of neural spiking sequences
(2025)
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Neural Networks, 2025
STF: Shallow-Level Temporal Feedback to Enhance Spiking Transformers
(2025)
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arXiv preprint arXiv:2508.00387, 2025
Proxy Target: Bridging the Gap Between Discrete Spiking Neural Networks and Continuous Control
(2025)
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arXiv preprint arXiv:2505.24161, 2025
Unleashing Temporal Capacity of Spiking Neural Networks through Spatiotemporal Separation
(2025)
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arXiv preprint arXiv:2512.05472, 2025
2024
Decoding dynamic visual scenes across the brain hierarchy
(2024)
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PLOS Computational Biology 20 (8), e1012297, 2024
Spikegs: 3d gaussian splatting from spike streams with high-speed camera motion
(2024)
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Proceedings of the 32nd ACM International Conference on Multimedia, 9194-9203, 2024
Spiking transformer with experts mixture
(2024)
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Advances in Neural Information Processing Systems 37, 10036-10059, 2024
Autaptic synaptic circuit enhances spatio-temporal predictive learning of spiking neural networks
(2024)
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arXiv preprint arXiv:2406.00405, 2024
Spikereveal: Unlocking temporal sequences from real blurry inputs with spike streams
(2024)
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Advances in Neural Information Processing Systems 37, 62673-62696, 2024
Enhancing adversarial robustness in SNNs with sparse gradients
(2024)
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arXiv preprint arXiv:2405.20355, 2024
Super-resolution reconstruction from Bayer-pattern spike streams
(2024)
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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
Converting artificial neural networks to ultralow-latency spiking neural networks for action recognition
(2024)
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IEEE Transactions on Cognitive and Developmental Systems 16 (4), 1533-1545, 2024
One forward is enough for neural network training via likelihood ratio method
(2024)
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The Twelfth International Conference on Learning Representations, 2024
Lm-ht snn: Enhancing the performance of snn to ann counterpart through learnable multi-hierarchical threshold model
(2024)
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Advances in Neural Information Processing Systems 37, 101905-101927, 2024
Revealing the mechanisms of semantic satiation with deep learning models
(2024)
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Communications Biology 7 (1), 487, 2024
Threaten spiking neural networks through combining rate and temporal information
(2024)
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The Twelfth International Conference on Learning Representations, 2024
Optical flow for spike camera with hierarchical spatial-temporal spike fusion
(2024)
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Proceedings of the AAAI Conference on Artificial Intelligence 38 (7), 7496-7504, 2024
Online stabilization of spiking neural networks
(2024)
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The Twelfth International Conference on Learning Representations, 2024
Enhancing the robustness of spiking neural networks with stochastic gating mechanisms
(2024)
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Proceedings of the AAAI Conference on Artificial Intelligence 38 (1), 492-502, 2024
A progressive training framework for spiking neural networks with learnable multi-hierarchical model
(2024)
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The Twelfth International Conference on Learning Representations, 2024
Robust decoding of rich dynamical visual scenes with retinal spikes
(2024)
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IEEE transactions on neural networks and learning systems, 2024
Robust stable spiking neural networks
(2024)
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arXiv preprint arXiv:2405.20694, 2024
Towards High-performance Spiking Transformers from ANN to SNN Conversion
(2024)
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ACM Multimedia 2024, 2024
Boosting spike camera image reconstruction from a perspective of dealing with spike fluctuations
(2024)
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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
Exploring efficient asymmetric blind-spots for self-supervised denoising in real-world scenarios
(2024)
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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
Brain-inspired artificial intelligence research: A review
(2024)
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Science China Technological Sciences 67 (8), 2282-2296, 2024
Assessment of visual function in blind mice and monkeys with subretinally implanted nanowire arrays as artificial photoreceptors
(2024)
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Nature biomedical engineering 8 (8), 1018-1039, 2024
Towards energy efficient spiking neural networks: An unstructured pruning framework
(2024)
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The Twelfth International Conference on Learning Representations, 2024
Spikingresformer: Bridging resnet and vision transformer in spiking neural networks
(2024)
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Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2024
2023
Complementary intrinsics from neural radiance fields and cnns for outdoor scene relighting
(2023)
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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
SpikeCV: open a continuous computer vision era
(2023)
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arXiv preprint arXiv:2303.11684, 2023
SpiReco: Fast and efficient recognition of high-speed moving objects with spike camera
(2023)
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IEEE Transactions on Circuits and Systems for Video Technology 34 (7), 5856-5867, 2023
Unsupervised optical flow estimation with dynamic timing representation for spike camera
(2023)
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Advances in Neural Information Processing Systems 36, 2023
Enhancing motion deblurring in high-speed scenes with spike streams
(2023)
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Advances in Neural Information Processing Systems 36, 2023
Self-supervised joint dynamic scene reconstruction and optical flow estimation for spiking camera
(2023)
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Proceedings of the AAAI Conference on Artificial Intelligence 37 (1), 350-358, 2023
A unified framework for soft threshold pruning
(2023)
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The Eleventh International Conference on Learning Representations, 2023
Spike camera image reconstruction using deep spiking neural networks
(2023)
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IEEE Transactions on Circuits and Systems for Video Technology 34 (6), 5207-5212, 2023
Exploring loss functions for time-based training strategy in spiking neural networks
(2023)
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Advances in Neural Information Processing Systems 36, 2023
Capture the moment: High-speed imaging with spiking cameras through short-term plasticity
(2023)
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IEEE Transactions on Pattern Analysis and Machine Intelligence 45 (7), 8127-8142, 2023
Learning temporal-ordered representation for spike streams based on discrete wavelet transforms
(2023)
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Proceedings of the AAAI Conference on Artificial Intelligence 37 (1), 137-147, 2023
Rate gradient approximation attack threats deep spiking neural networks
(2023)
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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
Meta reinforcement learning for multi-task offloading in vehicular edge computing
(2023)
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IEEE Transactions on Mobile Computing 23 (3), 2123-2138, 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes
(2023)
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The Eleventh International Conference on Learning Representations, 2023
Parallel spiking neurons with high efficiency and ability to learn long-term dependencies
(2023)
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Advances in Neural Information Processing Systems 36, 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential
(2023)
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The Thirty-Seventh AAAI Conference on Artificial Intelligence 37 (1), 11-21, 2023
1000× faster camera and machine vision with ordinary devices
(2023)
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Engineering 25, 110-119, 2023
Optimal ANN-SNN conversion for high-accuracy and ultra-low-latency spiking neural networks
(2023)
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arXiv preprint arXiv:2303.04347, 2023
Spikingjelly: An open-source machine learning infrastructure platform for spike-based intelligence
(2023)
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Science Advances 9 (40), eadi1480, 2023
2022
Representing the dynamics of high-dimensional data with non-redundant wavelets
(2022)
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Patterns 3 (3), 2022
Spikingsim: A bio-inspired spiking simulator
(2022)
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2022 IEEE International Symposium on Circuits and Systems (ISCAS), 3003-3007, 2022
Structure inference of networked system with the synergy of deep residual network and fully connected layer network
(2022)
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Neural networks 145, 288-299, 2022
Decoding pixel-level image features from two-photon calcium signals of macaque visual cortex
(2022)
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Neural Computation 34 (6), 1369-1397, 2022
Deep spike learning with local classifiers
(2022)
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IEEE Transactions on Cybernetics 53 (5), 3363-3375, 2022
Neural decoding of visual information across different neural recording modalities and approaches
(2022)
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Machine Intelligence Research 19 (5), 350-365, 2022
Learning Optical Flow from Continuous Spike Streams
(2022)
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Advances in Neural Information Processing Systems, 2022
Training spiking neural networks with event-driven backpropagation
(2022)
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Advances in Neural Information Processing Systems 35, 30528-30541, 2022
Spike-based motion estimation for object tracking through bio-inspired unsupervised learning
(2022)
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IEEE Transactions on Image Processing 32, 335-349, 2022
SNN-RAT: Robustness-enhanced Spiking Neural Network through Regularized Adversarial Training
(2022)
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Advances in Neural Information Processing Systems, 2022
State transition of dendritic spines improves learning of sparse spiking neural networks
(2022)
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International Conference on Machine Learning, 3701-3715, 2022
Spike transformer: Monocular depth estimation for spiking camera
(2022)
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European Conference on Computer Vision, 34-52, 2022
Spatio-temporal recurrent networks for event-based optical flow estimation
(2022)
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Proceedings of the AAAI conference on artificial intelligence 36 (1), 525-533, 2022
Optimized potential initialization for low-latency spiking neural networks
(2022)
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Proceedings of the AAAI conference on artificial intelligence 36 (1), 11-20, 2022
Temporal Effective Batch Normalization in Spiking Neural Networks
(2022)
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Advances in Neural Information Processing Systems, 2022
2021
Neural system identification with spike-triggered non-negative matrix factorization
(2021)
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IEEE Transactions on Cybernetics 52 (6), 4772-4783, 2021
Asynchronous spatiotemporal spike metric for event cameras
(2021)
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IEEE Transactions on Neural Networks and Learning Systems 34 (4), 1742-1753, 2021
Super resolve dynamic scene from continuous spike streams
(2021)
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Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
Unraveling neural coding of dynamic natural visual scenes via convolutional recurrent neural networks
(2021)
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Patterns 2 (10), 2021
Reconstructing clear image for high-speed motion scene with a retina-inspired spike camera
(2021)
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IEEE Transactions on Computational Imaging 8, 12-27, 2021
High-speed image reconstruction through short-term plasticity for spiking cameras
(2021)
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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
A distributed algorithm for task offloading in vehicular networks with hybrid fog/cloud computing
(2021)
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IEEE Transactions on Systems, Man, and Cybernetics: Systems 52 (7), 4388-4401, 2021
Pruning of deep spiking neural networks through gradient rewiring
(2021)
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arXiv preprint arXiv:2105.04916, 2021
Asynchronous deep reinforcement learning for data-driven task offloading in MEC-empowered vehicular networks
(2021)
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IEEE INFOCOM 2021-IEEE Conference on Computer Communications, 1-10, 2021
Optimal ANN-SNN conversion for fast and accurate inference in deep spiking neural networks
(2021)
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arXiv preprint arXiv:2105.11654, 2021
Deep residual learning in spiking neural networks
(2021)
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Advances in Neural Information Processing Systems 34, 21056-21069, 2021
Incorporating learnable membrane time constant to enhance learning of spiking neural networks
(2021)
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Proceedings of the IEEE/CVF international conference on computer vision …, 2021
2020
Network structure reconstruction with symmetry constraint
(2020)
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Chaos, Solitons & Fractals 139, 110287, 2020
Intrinsic and synaptic properties shaping diverse behaviors of neural dynamics
(2020)
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Frontiers in Computational Neuroscience 14, 26, 2020
Probabilistic inference of binary Markov random fields in spiking neural networks through mean-field approximation
(2020)
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Neural networks 126, 42-51, 2020
SDARE: A stacked denoising autoencoder method for game dynamics network structure reconstruction
(2020)
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Neural Networks 126, 143-152, 2020
Revealing fine structures of the retinal receptive field by deep-learning networks
(2020)
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IEEE transactions on cybernetics 52 (1), 39-50, 2020
Toward the next generation of retinal neuroprosthesis: visual computation with spikes
(2020)
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Engineering 6 (4), 449-461, 2020
Reconstruction of natural visual scenes from neural spikes with deep neural networks
(2020)
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Neural Networks 125, 19-30, 2020
Multi-armed bandit learning for computation-intensive services in MEC-empowered vehicular networks
(2020)
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IEEE Transactions on Vehicular Technology 69 (7), 7821-7834, 2020
A probabilistic approach for cooperative computation offloading in MEC-assisted vehicular networks
(2020)
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IEEE Transactions on Intelligent Transportation Systems 23 (2), 899-911, 2020
Spikingjelly
(2020)
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Multimedia Learn. Group, Inst. Digit. Media (NELVT), 2020
2019
Sampling-tree model: efficient implementation of distributed Bayesian inference in neural networks
(2019)
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IEEE Transactions on Cognitive and Developmental Systems 12 (3), 497-510, 2019
A unified neural circuit of causal inference and multisensory integration
(2019)
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Neurocomputing 358, 355-368, 2019
A learning algorithm for real-time service in vehicular networks with mobile-edge computing
(2019)
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ICC 2019-2019 IEEE International Conference On Communications (ICC), 1-6, 2019
Event-based vision enhanced: A joint detection framework in autonomous driving
(2019)
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2019 ieee international conference on multimedia and expo (icme), 1396-1401, 2019
For a list of our research initiatives, visit our projects page.