oversmoothing

There are 10 repositories under oversmoothing topic.

  • VITA-Group/ViT-Anti-Oversmoothing

    [ICLR 2022] "Anti-Oversmoothing in Deep Vision Transformers via the Fourier Domain Analysis: From Theory to Practice" by Peihao Wang, Wenqing Zheng, Tianlong Chen, Zhangyang Wang

    Language:Python75987

  • tk-rusch/GraphCON

    GraphCON (ICML 2022)

    Language:Python52348

  • tk-rusch/gradientgating

    Gradient gating (ICLR 2023)

    Language:Python51264

  • VITA-Group/Diverse-ViT

    [CVPR 2022] "The Principle of Diversity: Training Stronger Vision Transformers Calls for Reducing All Levels of Redundancy" by Tianlong Chen, Zhenyu Zhang, Yu Cheng, Ahmed Awadallah, Zhangyang Wang

    Language:Python25823

  • xnuohz/DeeperGCN-dgl

    A DGL implementation of "DeeperGCN: All You Need to Train Deeper GCNs".

    Language:Python7231

  • YeskendirK/Reducing-Oversmoothing

    Source code accompanying the paper "Reducing Over-smoothing in Graph Neural Networks Using Relational Embeddings" published in DLG-AAAI’23

    Language:Python5200

  • SirArthur7/GCN-ISI-Summer-School

    ISI 7th Summer School Project on implementing 2-layer GCN on CORA, CiteSeer, PubMed datasets, using PyTorch, and analyzing Oversmoothing by going deep upto 1024 layers

    Language:Jupyter Notebook4200

  • lettlini/node_similarity_pyg

    Implementing node similarity measures into pytorch geometric

    Language:Python2100

  • camille-004/gnn-long-range

    Exploring and visualizing limitations of message-passing paradigm for GNNs. 📉

    Language:TeX120

  • ycq091044/GCN-Oversmooth

    Complete codebase and datasets for "revisiting oversmoothing in deep gcns"

    Language:Jupyter Notebook110