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SHUAICHENG ZHANG

3 accepted papers

2025

HeroFilter: Adaptive Spectral Graph Filter for Varying Heterophilic Relations

NeurIPS 2025poster

Graph heterophily, where connected nodes have different labels, has attracted significant interest recently. Most existing works adopt a simplified approach - using low-pass filters for homophilic graphs and high-pass filters for heterophilic graphs. However, we discover that the relationship betwee…

Cited by 0SourceScholar
2023

Personalized Federated Learning under Mixture of Distributions

ICML 2023poster

The recent trend towards Personalized Federated Learning (PFL) has garnered significant attention as it allows for the training of models that are tailored to each client while maintaining data privacy. However, current PFL techniques primarily focus on modeling the conditional distribution heteroge…

2022

Extracting Temporal Event Relation with Syntax-guided Graph Transformer

NAACL 2022findings

Extracting temporal relations (e.g., before, after, and simultaneous) among events is crucial to natural language understanding. One of the key challenges of this problem is that when the events of interest are far away in text, the context in-between often becomes complicated, making it challenging…