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Collect some spiking neural network papers & codes. (Actively keep updating)

If you own or find some overlooked SNN papers, you can add them to this document by pull request.

News

[2024.11.13] Update SNN-related papers in NeurIPS 2024 (18 papers).

[2024.10.31] Update SNN-related papers in ACM MM 2024 (5 papers).

[2024.10.15] Update SNN-related papers in ECCV 2024 (8 papers).

[2024.05.29] Update SNN-related papers in ICML 2024 (13 papers), IJCAI 2024 (5).

[2024.04.29] Update SNN-related papers in ICLR 2024 (17 papers), AAAI 2024 (8), CVPR 2024 (3),

<details> <summary> News 2023 </summary>

[2023.12.31] Update SNN-related papers in TPAMI 2023, Frontiers in Neuroscience 2023.

[2023.10.31] Update SNN-related papers in CVPR 2023 (2 papers), ICML 2023 (2), IJCAI 2023 (3), and ICCV 2023 (10), NeurIPS 2023 (12).

[2023.06.25] Update SNN-related papers in ICLR 2023 (6 papers), AAAI 2023 (6 papers).

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Papers

2024

Review

NeurIPS, ACM MM, ECCV, AAAI, ICLR, Frontiers in Neuroscience, CVPR, ICML, IJCAI

Arxiv

2023

Review

AAAI, ICLR, CVPR, ICML, IJCAI, ICCV, NeurIPS, TPAMI, Science Advances

Arxiv

2022

NeurIPS, CVPR, ICLR, AAAI, ICML, Nature Communications

2021

NeurIPS, ICCV, IJCAI, ICML, AAAI

Reference

If you find this repo useful, please consider citing:

@article{zhou2024direct,
  title={Direct training high-performance deep spiking neural networks: a review of theories and methods},
  author={Zhou, Chenlin and Zhang, Han and Yu, Liutao and Ye, Yumin and Zhou, Zhaokun and Huang, Liwei and Ma, Zhengyu and Fan, Xiaopeng and Zhou, Huihui and Tian, Yonghong},
  journal={Frontiers in Neuroscience},
  volume={18},
  pages={1383844},
  year={2024},
  publisher={Frontiers Media SA}
}