MeshShield: Reactive Community Immunization via Spectral Analysis

This repository contains the implementation of MeshShield.

This work uses the implementation of Sparse Shield published in

Alexandru Petrescu, Ciprian-Octavian Truică, Elena-Simona Apostol, Panagiotis Karras. Sparse Shield: Social Network Immunization vs Harmful Speech. ACM International Conference on Information and Knowledge Management (CIKM2021), November 2021. DOI: https://doi.org/10.1145/3459637.3482481

Parts of this repo are from: https://github.com/allogn/Network-Immunization

Best course to run is by following the notebooks.

Prerequisites

• Python 3.8
• Pandas
• NumPy
• scikit-learn

Other helpers

• GitPython
• plotly (visualization)
• kaleido (visualization)

Distributed Computing

• joblib

NI

• NetworkX

HS

• PyTorch
• TorchText
• Spacy
• Transformers
• Simpletransformers
• gputil
• psutil
• humanize
• tqdm