/SimCEN

[MM 2024] SimCEN: Simple Contrast-enhanced Network for CTR Prediction

Primary LanguagePython

If you have any questions, feel free to ask! :)

[MM 2024] SimCEN: Simple Contrast-enhanced Network for CTR Prediction

Model Overview

image

Requirements

python>=3.6
pytorch>=1.0
fuxictr
PyYAML
pandas
scikit-learn
numpy
h5py
tqdm

Experiment results

image

Datasets

Get the datasets from https://github.com/reczoo/Datasets

Hyperparameter settings and logs

Get the result from ./SimCEN/tree/main/SimCEN_torch/checkpoints

Acknowledgement

This implementation is based on FuxiCTR and BARS. Thanks for their sharing and contribution.
BARS: https://github.com/openbenchmark
FuxiCTR: https://github.com/xue-pai/FuxiCTR

@inproceedings{simcen,
  title={SimCEN: Simple Contrast-enhanced Network for CTR Prediction},
  author={Li, Honghao and Sang, Lei and Zhang, Yi and Zhang, Yiwen},
  booktitle={ACM Multimedia 2024}
}