MLink

Code for AAAI'22 paper MLink: Linking Black-box Models for Collaborative Multi-model Inference.

An image generated by Midjourney with the prompt "multiple deep neural networks being linked"

Installation

Create a virtual environment and install python packages using pip:

conda create --name mlink python=3.9
conda activate mlink
pip install tensorflow-federated
# tensorflow_federated-0.50.0, 2023/3/1

To run jupyter notebooks:

pip install ipykernel
ipython kernel install --user --name=mlink
jupyter-lab

Experiments

See experiments.

Citation

@article{yuan-mlink, 
  title={MLink: Linking Black-Box Models for Collaborative Multi-Model Inference}, 
  volume={36}, 
  url={https://ojs.aaai.org/index.php/AAAI/article/view/21180}, 
  DOI={10.1609/aaai.v36i9.21180},  
  number={9}, 
  journal={Proceedings of the AAAI Conference on Artificial Intelligence}, 
  author={Yuan, Mu and Zhang, Lan and Li, Xiang-Yang}, 
  year={2022}, 
  month={Jun.}, 
  pages={9475-9483} 
}