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Temporal Graph Networks

  • On the Evaluation of Methods for Temporal Knowledge Graph Forecasting, NeurIPS 2022 TGL Workshop, pdf
  • Do We Really Need Complicated Model Architectures For Temporal Networks?, open_review, ICLR 2023
    • предлагают модель GraphMixer, без рекуррентных нейронных слоёв с SOTA результатом
  • Representation Learning in Continuous-Time Dynamic Signed Networks, 2023, pdf
    • просто бомба!
  • Scalable Spatiotemporal Graph Neural Networks, NeurIPS 2022 TGL Workshop best paper), pdf
  • Graph Neural Networks for Link Prediction with Subgraph Sketching, 2023 openreview, github
  • Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoning, ACL 2022, pdf #NLP
  • Survey on GNNs for Time Series pdf
  • Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting AAAI

SNA + change point detection⚓︎

PhD Thesis https://digitalcommons.njit.edu/dissertations/1611/ Pasted image 20240421223545.png

Some additional ideas about laplacian: A Graph Laplacian Approach for Anomaly Detection in the US Equity Market Network: Time Varying Dynamism and Macroeconomic Interconnections pdf