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09/30/2022

Graph Neural Networks for Link Prediction with Subgraph Sketching

Many Graph Neural Networks (GNNs) perform poorly compared to simple heur...
09/29/2022

Multiple Modes for Continual Learning

Adapting model parameters to incoming streams of data is a crucial facto...
09/29/2022

Sequential Attention for Feature Selection

Feature selection is the problem of selecting a subset of features for a...
09/28/2022

Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure

Most Graph Neural Networks (GNNs) predict the labels of unseen graphs by...
09/29/2022

Bridging the Gap to Real-World Object-Centric Learning

Humans naturally decompose their environment into entities at the approp...
09/29/2022

Understanding Collapse in Non-Contrastive Learning

Contrastive methods have led a recent surge in the performance of self-s...