oversmoothing

There are 0 repository 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

  fourier-analysisoversmoothingsignal-processingvision-transformer
  Language:Python 75

• tk-rusch / gradientgating

  Gradient gating (ICLR 2023)

  gatgcngraph-neural-networksgraphsageheterophilymessage-passingoversmoothingpytorch-geometriciclriclr2023pytorch
  Language:Python 50

• tk-rusch / GraphCON

  GraphCON (ICML 2022)

  graph-attention-networksgraph-convolutional-networksgraph-neural-networksicmlicml-2022oversmoothingpytorch-geometric
  Language:Python 50

• 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

  vision-transformertransformeroversmoothingdiversityregularizationtraining-techniques
  Language:Python 25

• xnuohz / DeeperGCN-dgl

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

  oversmoothingdeeper-gnnogbdgl
  Language:Python 7

• YeskendirK / Reducing-Oversmoothing

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

  graph-algorithmsgraph-neural-networksoversmoothinggraph-attention-network
  Language:Python 5

• 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

  deep-learningpytorchcitation-networkgcnnode-classificationoversmoothingsemi-supervised-learning
  Language:Jupyter Notebook 4

• ycq091044 / GCN-Oversmooth

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

  gcngraph-neural-networkgraph-neural-networksoversmoothingoversmoothing-issue
  Language:Jupyter Notebook 1

• camille-004 / gnn-long-range

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

  gnngraph-neural-networksgraphsoversmoothingoversquashingpytorch
  Language:TeX