Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices.

Puja Trivedi|Ekdeep Singh Lubana|Yujun Yan|Yaoqing Yang|Danai Koutra


Anthology ID:DBLP:conf/www/TrivediLYYK22
Volume:WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25 - 29, 2022
Year:2022
Venue:The Web Conference (WWW)
Publisher:ACM
Pages:1538-1549
URL:https://doi.org/10.1145/3485447.3512200
DOI:https://doi.org/10.1145/3485447.3512200
DBLP:conf/www/TrivediLYYK22
BibTeX:
@inproceedings{trivedi-2022-augmentations, author = {Puja Trivedi and Ekdeep Singh Lubana and Yujun Yan and Yaoqing Yang and Danai Koutra}, editor = {Fr\'{e}d\'{e}rique Laforest and Rapha\"{e}l Troncy and Elena Simperl and Deepak Agarwal and Aristides Gionis and Ivan Herman and Lionel M\'{e}dini}, title = {{Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices}}, booktitle = {{WWW '22: The ACM Web Conference 2022, Virtual Event, Lyon, France, April 25 - 29, 2022}}, pages = {1538--1549}, publisher = {ACM}, year = {2022}, url = {https://doi.org/10.1145/3485447.3512200}, doi = {https://doi.org/10.1145/3485447.3512200} }