/IEEEBigdata22_HGFND

Primary LanguagePython

PWC

If you use the code in your project, please cite the following paper:

IEEE Big Data'22 (PDF)

@inproceedings{jeong2022nothing,
  title={Nothing stands alone: Relational fake news detection with hypergraph neural networks},
  author={Jeong, Ujun and Ding, Kaize and Cheng, Lu and Guo, Ruocheng and Shu, Kai and Liu, Huan},
  booktitle={2022 IEEE International Conference on Big Data (Big Data)},
  pages={596--605},
  year={2022},
  organization={IEEE}
}

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Setups

  1. Create environment using Conda : We use following command to make conda env on Ubuntu 20.04 using Conda with python 3.7.6
conda create --name HGFND python==3.7.6
source activate HGFND
  1. Pytorch Installation on Conda : We use following command to install pytorch based on CUDA 10.2 for nvidia driver (Please check your CUDA version by nvcc --version before the installation)
conda install pytorch==1.9.0 torchvision==0.10.0 torchaudio==0.9.0 cudatoolkit=10.2 -c Pytorch
  1. PyG Installation on Conda : We use Pytorch 1.9.0 Linux Conda CUDA 10.2
conda install pyg -c pyg
  1. Install Dependencies using pip install -r requirements.txt

Usage

  1. Run the code with following commandline/parameters
 python main.py --dataset politifact

Trouble Shooting

  1. Please apply pip uninstall torch_spline_conv if you encounter the following error:
OSError: /lib64/libm.so.6: version `GLIBC_2.27' not found
  1. Please refer to PyG FAQ for any types of error caused by PyG.

Dataset

  • The UPFD dataset will be automatically downloaded to data/{dataset-name}/raw/ when runnig main.py
  • You can also manually download the dataset from UPFD github