GraphAI UROP

MileStones

July 04 - July 09

• Setup enviornment for bitcoin algorithm
• Run & Understand Random Forest/Logistic Regression implementation
• Run & Understand Simple GNN implementation
• Add secondary feature to GNN

Useful Links

• Anti-Money Laundering in Bitcoin: Experimenting with Graph Convolutional Networks for Financial Forensics https://arxiv.org/pdf/1908.02591.pdf
  • https://www.kaggle.com/datasets/ellipticco/elliptic-data-set
  • https://www.kaggle.com/code/diyang/transfer-learning-evolve-gcn-for-aml
• Graph transformer:
  • Graphormer https://openreview.net/forum?id=OeWooOxFwDa
  • Spectral attention network https://arxiv.org/abs/2106.03893
• Graph ML lectures: https://www.youtube.com/playlist?list=PLoROMvodv4rPLKxIpqhjhPgdQy7imNkDn
• There are many more interesting graph algorithms: https://github.com/chenxuhao/ReadingList