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README.md
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# m2mKD
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This repository contains the checkpoints for [m2mKD: Module-to-Module Knowledge Distillation for Modular Transformers](https://arxiv.org/abs/2402.16918).
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## Released checkpoints
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For the usage of the checkpoints listed below, please refer to the instructions provided on our [GitHub repo](https://github.com/kamanphoebe/m2mKD).
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- `nac_scale_tinyimnet.pth`/`nac_scale_imnet.pth`: NAC model with a scale-free prior trained using m2mKD.
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- `vmoe_base.pth`: V-MoE-Base model trained using m2mKD.
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- `FT_huge`: a directory containing DeiT-Huge teacher modules for NAC model training.
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- `nac_tinyimnet_students`: a directory containing NAC student modules for Tiny-ImageNet.
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## Acknowledgement
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Our implementation is mainly based on [Deep-Incubation](https://github.com/LeapLabTHU/Deep-Incubation).
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## Citation
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If you use the checkpoints, please cite our paper:
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```
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@misc{lo2024m2mkd,
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title={m2mKD: Module-to-Module Knowledge Distillation for Modular Transformers},
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author={Ka Man Lo and Yiming Liang and Wenyu Du and Yuantao Fan and Zili Wang and Wenhao Huang and Lei Ma and Jie Fu},
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year={2024},
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eprint={2402.16918},
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archivePrefix={arXiv},
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primaryClass={cs.LG}
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}
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```
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