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## Keyword: differential privacy
### State-of-the-Art Approaches to Enhancing Privacy Preservation of Machine Learning Datasets: A Survey
- **Authors:** Chaoyu Zhang
- **Subjects:** Cryptography an…
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```
def test(feature_encoder, relation_network, samples, sample_labels, batches, batch_labels):
sample_features = feature_encoder(samples, True)
sample_features = tf.reshape(sample_features…
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Hi,
I find that there maybe data leakage of link predicion experiments.
As shown in the following example, the test link is [35140, 42213], but this test edge has been leaked in your input ne…
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Hey! Great work. I was analyzing your paper, and couldn't figure out if you had reported results from inductive learning experiments. Are Table III results from inductive experiments?
Best.
HeVLF updated
9 months ago
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您好,我在运行Node Classification这一部分代码时,根据您论文中的设置,用Cora、Citeseer、Pubmed数据集进行 transductive learning,用PPI和Reddit数据集进行inductive learning,所得到的结果和您论文中的结果基本一致。我现在想在Cora、Citeseer、Pubmed数据集上进行inductive learning,于是我…
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Epoch 1/100
3327/3327 - 2s - loss: nan - categorical_crossentropy: nan - acc: 0.1667 - val_loss: nan - val_categorical_crossentropy: nan - val_acc: 0.0580
Epoch 2/100
3327/3327 - 2s - loss: nan - c…
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In the paper, there are two paragraphs as following:
> The mean aggregator is nearly equivalent to the convolutional propagation rule used in the transductive GCN framework [17]. In particular, we c…
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Really excited to try out this library! I was curious if any of the built-in models are inductive and able to generate embeddings for nodes that are new to networks?
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### 🐛 Describe the bug
```
import torch
from torch_geometric.data import Data
from torch_geometric.nn import GCNConv
from torch_geometric.nn import GAE
class GCNEncoder(torch.nn.Module):
…
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first of all, i thank you for this code wonderful,
i have this error when running it:
(graphgps) abdel@abdel-Latitude-5300-2-in-1:~/Downloads/GraphGPS-main$ python main.py --cfg configs/GPS/zinc-GPS…