lazyloafer / GCMIPA

KGC-GCMIPA

GCMIPA is under review in TKDE 2023.
The related datasets can be downloaded in NELL-995 FB15k-237, then, put them into "/datasets".

To reproduce the results, the hyperparameters are set in model.py.

python model.py NELL-995 concept_organizationheadquarteredincity 10 10

Baselines

RotatE HAKE PRA DeepPath MINERVA CURL GRAIL NBFNet PathCon SQUIRE

If you find this paper useful, please cite this paper:

@article{DBLP:journals/tkde/ZhuoWZW24,
  author       = {Xingrui Zhuo and
                  Gongqing Wu and
                  Zan Zhang and
                  Xindong Wu},
  title        = {Geometric-Contextual Mutual Infomax Path Aggregation for Relation
                  Reasoning on Knowledge Graph},
  journal      = {{IEEE} Trans. Knowl. Data Eng.},
  volume       = {36},
  number       = {7},
  pages        = {3076--3090},
  year         = {2024},
  url          = {https://doi.org/10.1109/TKDE.2024.3360258},
  doi          = {10.1109/TKDE.2024.3360258},
  timestamp    = {Tue, 18 Jun 2024 09:25:13 +0200},
  biburl       = {https://dblp.org/rec/journals/tkde/ZhuoWZW24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}