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Shikuang Deng
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Year
Temporal efficient training of spiking neural network via gradient re-weighting
S Deng, Y Li, S Zhang, S Gu
arXiv preprint arXiv:2202.11946, 2022
2852022
Differentiable spike: Rethinking gradient-descent for training spiking neural networks
Y Li, Y Guo, S Zhang, S Deng, Y Hai, S Gu
Advances in Neural Information Processing Systems 34, 23426-23439, 2021
2612021
Optimal conversion of conventional artificial neural networks to spiking neural networks
S Deng, S Gu
arXiv preprint arXiv:2103.00476, 2021
2412021
A free lunch from ANN: Towards efficient, accurate spiking neural networks calibration
Y Li, S Deng, X Dong, R Gong, S Gu
International conference on machine learning, 6316-6325, 2021
2152021
Controllability of functional brain networks and its clinical significance in first-episode schizophrenia
Q Li, L Yao, W You, J Liu, S Deng, B Li, L Luo, Y Zhao, Y Wang, Y Wang, ...
Schizophrenia Bulletin 49 (3), 659-668, 2023
392023
Converting artificial neural networks to spiking neural networks via parameter calibration
Y Li, S Deng, X Dong, S Gu
arXiv preprint arXiv:2205.10121, 2022
282022
Control theory illustrates the energy efficiency in the dynamic reconfiguration of functional connectivity
S Deng, J Li, BT Thomas Yeo, S Gu
Communications biology 5 (1), 295, 2022
182022
Controllability analysis of functional brain networks
S Deng, S Gu
arXiv preprint arXiv:2003.08278, 2020
162020
Surrogate module learning: Reduce the gradient error accumulation in training spiking neural networks
S Deng, H Lin, Y Li, S Gu
International Conference on Machine Learning, 7645-7657, 2023
152023
Age-associated network controllability changes in first episode drug-naïve schizophrenia
B Tang, W Zhang, S Deng, J Liu, N Hu, Q Gong, S Gu, S Lui
BMC psychiatry 22, 1-9, 2022
82022
Altered controllability of white matter networks and related brain function changes in first-episode drug-naive schizophrenia
B Tang, W Zhang, J Liu, S Deng, N Hu, S Li, Y Zhao, N Liu, J Zeng, H Cao, ...
Cerebral Cortex 33 (4), 1527-1535, 2023
52023
Error-Aware Conversion from ANN to SNN via Post-training Parameter Calibration
Y Li, S Deng, X Dong, S Gu
International Journal of Computer Vision, 1-24, 2024
12024
Transdiagnostic white matter controllability deficits across patients with affective and anxiety spectrum disorders
B Tang, H Cao, S Deng, W Zhang, Y Zhao, Q Gong, S Gu, S Lui
Journal of Affective Disorders 370, 268-276, 2025
2025
Controllability analysis on functional brain networks
S Gu, S Deng
arXiv preprint arXiv:2003.08278, 2019
2019
Spiking Token Mixer: An event-driven friendly Former structure for spiking neural networks
S Deng, Y Wu, K Du, S Gu
The Thirty-eighth Annual Conference on Neural Information Processing Systems, 0
Temporal Flexibility in Spiking Neural Networks: A Novel Training Method for Enhanced Generalization Across Time Steps
K Du, Y Wu, S Deng, S Gu
Proper Backward Connection Placement Boosts Spiking Neural Networks
S Deng, W Li, Y Wu, P Zheng, S Gu
Efficient Surrogate Gradients for Training Spiking Neural Networks
H Lin, S Deng, S Gu
Synergistic Neuromorphic Federated Learning with ANN-SNN Conversion For Privacy Protection
Y Chen, S Deng, Y Li, X Dong, S Gu
Available at SSRN 4453238, 0
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