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UltraGCN implementation as proposed by the authors #92

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@mkhe93 mkhe93 commented Jan 17, 2025

Implemented UltraGCN as described in Mao (2021) and RecZoo UltraGCN. Made a small adjustment to improve the efficiency of the matrix calculation based on the calculation of the similarity matrix in ItemKNN

Introduced the following parameters as in the original repo:

  • embedding_dim: 64
  • w1: 1e-6
  • w2: 1
  • w3: 1e-6
  • w4: 1
  • negative_weight: 1500
  • negative_num: 300
  • gamma: 1e-4
  • lambda: 5e-4
  • ii_neighbor_num: 10
  • initial_weight: 1e-4

Needed these for my research, and I welcome any feedback or suggestions for improvement!

…ation of matrices inspired by ItemKNN models
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