Revisiting and Enhancing Graph Neural Networks through the Lens of Amortized Flows.

@inproceedings{cheng-2026-revisiting, author = {Minjie Cheng and Bokai Yan and Dixin Luo and Hongteng Xu}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{Revisiting and Enhancing Graph Neural Networks through the Lens of Amortized Flows}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {1422--1432}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3792632}, doi = {https://doi.org/10.1145/3774904.3792632} }