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Deep Learning

1. MLP


2. CNN

Tiny ImageNet


3. RNN

Word Embedding + RNN+ FC

Model Pool Text Len Bidirectional Accuracy
lstm last 512 1 0.661
lstm max 512 1 0.660
lstm attn 512 1 0.659
lstm mean 512 1 0.659
lstm mean 256 1 0.653
lstm last 256 1 0.652
lstm attn 256 1 0.652
lstm max 256 1 0.649
gru last 256 1 0.645
lstm last 256 0 0.637
gru last 256 0 0.625
transformer cls 512 0 0.610
transformer cls 256 0 0.596
rnn last 256 0 0.569
rnn last 256 1 0.544


4. GNN

Node Classification


Link Prediction


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USTC Deep Learning Course Lab, 2024, Fall

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