Inductive Subgraphs as Shortcuts: Causal Disentanglement for Heterophilic Graph Learning.

@inproceedings{wang-2026-inductive, author = {Xiangmeng Wang and Qian Li and Haiyang Xia and Hao Miao and Qing Li and Guandong Xu}, editor = {Hannah Bast and Alistair Moffat and Falk Scholer and Marc Najork and Min Zhang and Hannah Bast and Marc Najork and Min Zhang}, title = {{Inductive Subgraphs as Shortcuts: Causal Disentanglement for Heterophilic Graph Learning}}, booktitle = {{Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2026, MelbourneVICAustralia, July 20-24, 2026}}, pages = {1846--1856}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805712.3809673}, doi = {https://doi.org/10.1145/3805712.3809673} }