Welcome to CGLB’s documentation!

CGLB is a benchmark for continual graph learning (CGL). We also provide a comprehensive toolkit for benchmarking different CGL methods, and the instructions are included in this documentation.

Our GitHub repository CGLB

Contents

• API
  • NCGL Baselines
    • Bare model
      • NET
        • NET.observe()
        • NET.observe_class_IL_batch()
        • NET.observe_task_IL()
        • NET.observe_task_IL_batch()
    • ER-GNN
      • NET
        • NET.observe()
        • NET.observe_class_IL_batch()
        • NET.observe_task_IL()
        • NET.observe_task_IL_batch()
    • EWC
      • NET
        • NET.observe()
        • NET.observe_class_IL_batch()
        • NET.observe_task_IL()
        • NET.observe_task_IL_batch()
    • GEM
      • NET
        • NET.observe()
        • NET.observe_class_IL_batch()
        • NET.observe_task_IL()
        • NET.observe_task_IL_batch()
    • Joint
      • NET
        • NET.observe()
        • NET.observe_class_IL_batch()
        • NET.observe_class_IL_crsedge()
        • NET.observe_task_IL()
        • NET.observe_task_IL_batch()
        • NET.observe_task_IL_crsedge()
    • LwF
      • NET
        • NET.observe()
        • NET.observe_class_IL_batch()
        • NET.observe_task_IL()
        • NET.observe_task_IL_batch()
    • MAS
      • NET
        • NET.observe()
        • NET.observe_class_IL_batch()
        • NET.observe_task_IL()
        • NET.observe_task_IL_batch()
    • TWP
      • NET
        • NET.observe()
        • NET.observe_class_IL_batch()
        • NET.observe_task_IL()
        • NET.observe_task_IL_batch()
  • GCGL Baselines
    • Bare model
      • NET
        • NET.observe()
        • NET.observe_clsIL()
        • NET.observe_tskIL_multicls()
    • EWC
      • NET
        • NET.observe()
        • NET.observe_clsIL()
        • NET.observe_tskIL_multicls()
    • GEM
      • NET
        • NET.observe()
        • NET.observe_clsIL()
        • NET.observe_tskIL_multicls()
    • Joint
      • NET
        • NET.observe()
        • NET.observe_clsIL()
        • NET.observe_tskIL_multicls()
    • LwF
      • NET
        • NET.observe()
        • NET.observe_clsIL()
        • NET.observe_tskIL_multicls()
    • MAS
      • NET
        • NET.observe()
        • NET.observe_clsIL()
        • NET.observe_tskIL_multicls()
    • TWP
      • NET
        • NET.observe()
        • NET.observe_clsIL()
        • NET.observe_tskIL_multicls()
  • Utility Functions
    • show_final_APAF()
    • show_learning_curve()
    • show_performance_matrices()
  • Implementations of New Methods
    • NET
      • NET.observe()