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Merge pull request #20 from rachmadvwp/main
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Adding two papers on SNNs
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Andrea Cossu authored Oct 21, 2023
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4 changes: 3 additions & 1 deletion README.md
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Expand Up @@ -185,10 +185,12 @@ In this section we list all the papers related to new benchmarks proposals for c

### Bioinspired Methods

**24 papers**
**26 papers**

In this section we list all the papers related to bioinspired continual learning approaches.

- [lpSpikeCon: Enabling Low-Precision Spiking Neural Network Processing for Efficient Unsupervised Continual Learning on Autonomous Agents](https://doi.org/10.1109/IJCNN55064.2022.9892948) by Rachmad Vidya W. Putra and Muhammad Shafique. *IJCNN*, 2022.
- [SpikeDyn: A Framework for Energy-Efficient Spiking Neural Networks with Continual and Unsupervised Learning Capabilities in Dynamic Environments](https://doi.org/10.1109/DAC18074.2021.9586281) by Rachmad Vidya W. Putra and Muhammad Shafique. *DAC*, 2021.
- [A Biologically Plausible Audio-Visual Integration Model for Continual Learning](http://arxiv.org/abs/2007.08855) by Wenjie Chen, Fengtong Du, Ye Wang and Lihong Cao. *IJCNN*, 2021.
- [Synaptic Metaplasticity in Binarized Neural Networks](https://www.nature.com/articles/s41467-021-22768-y) by Axel Laborieux, Maxence Ernoult, Tifenn Hirtzlin and Damien Querlioz. *Nature Communications*, 2549, 2021.
- [Controlled Forgetting: Targeted Stimulation and Dopaminergic Plasticity Modulation for Unsupervised Lifelong Learning in Spiking Neural Networks](https://www.frontiersin.org/article/10.3389/fnins.2020.00007/full) by Jason M. Allred and Kaushik Roy. *Frontiers in Neuroscience*, 7, 2020. [spiking]
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19 changes: 19 additions & 0 deletions bibtex/Continual Learning Papers-Bioinspired Methods.bib
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Expand Up @@ -315,4 +315,23 @@ @article{velez2017
annotation = {\_eprint: 1705.07241}
}

@INPROCEEDINGS{putra_dac21,
author={Putra, Rachmad Vidya Wicaksana and Shafique, Muhammad},
booktitle={2021 58th ACM/IEEE Design Automation Conference (DAC)},
title={SpikeDyn: A Framework for Energy-Efficient Spiking Neural Networks with Continual and Unsupervised Learning Capabilities in Dynamic Environments},
year={2021},
volume={},
number={},
pages={1057-1062},
doi={10.1109/DAC18074.2021.9586281}}


@INPROCEEDINGS{putra_ijcnn22,
author={Putra, Rachmad Vidya Wicaksana and Shafique, Muhammad},
booktitle={2022 International Joint Conference on Neural Networks (IJCNN)},
title={lpSpikeCon: Enabling Low-Precision Spiking Neural Network Processing for Efficient Unsupervised Continual Learning on Autonomous Agents},
year={2022},
volume={},
number={},
pages={1-8},
doi={10.1109/IJCNN55064.2022.9892948}}

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