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Yujie Zeng

2 accepted papers

2024

Higher-Order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes

AAAI 2024technical

Despite the recent successes of vanilla Graph Neural Networks (GNNs) on various tasks, their foundation on pairwise networks inherently limits their capacity to discern latent higher-order interactions in complex systems. To bridge this capability gap, we propose a novel approach exploiting the ric…

2023

Acceleration of Large Transformer Model Training by Sensitivity-Based Layer Dropping

AAAI 2023technical

Transformer models are widely used in AI applications such as Natural Language Processing (NLP), Computer Vision (CV), etc. However, enormous computation workload be-comes an obstacle to train large transformer models efficiently. Recently, some methods focus on reducing the computation workload dur…

Cited by 2SourcePDFScholar