Zhen Wang

How to analyze transductive node classification

2

Transductive learning is very common, e.g., node classification on Cora, Citeseer, and Pubmed. I intend to analyze the GNN models, e.g., 2-layer GCN, in the NTK regime. As I have...

In our design, `Trainer` class is responsible for encapsulating much training and testing details. Thus, we'd better make it clear: what interfaces are needed for `Client` class to interact with...

https://github.com/alibaba/FederatedScope/blob/b716a8c55ef3707aeeeef989d1112c8c1c60e167/federatedscope/core/monitors/monitor.py#L266 Will repeatedly opening a file deteriorate the efficiency? As a vanilla python file stream (v.s. tf SummaryWriter), is it possible to cache the logs without blocking the main thread?

Google's landmark datasets (e.g., GLD-23k, GLD-160k) are widely used in evaluating federated optimization algos, and TFF has integrated the datasets (see https://www.tensorflow.org/federated/api_docs/python/tff/simulation/datasets/gldv2/load_data). I am wondering is it possible to use...

It is ok to inject those feature engineering procedures into an FL course in this way, but we shall change the instantiation of workers to a better (more general and...

I am contributing domain generalization dataset to FS, where each client holds a domain-specific dataset. The model is learned from, e.g., client 1-3. and evaluated on client 4. As for...

Errors when sampling neighbors with disjoint setting

4

### 🐛 Describe the bug ```Python from ogb.nodeproppred import PygNodePropPredDataset from torch_geometric.loader import NeighborLoader if __name__ == '__main__': dataset = PygNodePropPredDataset(name='ogbn-products', root='~/GNSL/on_products/dataset') split_idx= dataset.get_idx_split() data = dataset[0] # transform_sampler_output #print(data.x,...

https://github.com/MinkaiXu/GeoDiff/blob/ea0ca48045a2f7abfccd7f0df449e45eb6eae638/models/epsnet/dualenc.py#L210 I am wondering whether this is correct. It seems that `edge_encoder_local` is not called within the whole module.