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41
research
∙ 09/30/2022

Graph Neural Networks for Link Prediction with Subgraph Sketching

Many Graph Neural Networks (GNNs) perform poorly compared to simple heur...
Benjamin Paul Chamberlain, et al. ∙
50
research
∙ 09/29/2022

Multiple Modes for Continual Learning

Adapting model parameters to incoming streams of data is a crucial facto...
Siddhartha Datta, et al. ∙
tools

Zendo - production grade software for object detection and segmentation

Zendo is DeepAI's computer vision stack: easy-to-use object detection and segmentation. It is designed for production environments and is optimized for speed and accuracy on a small number of training images.
49
research
∙ 09/29/2022

Sequential Attention for Feature Selection

Feature selection is the problem of selecting a subset of features for a...
MohammadHossein Bateni, et al. ∙
64
research
∙ 09/28/2022

Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure

Most Graph Neural Networks (GNNs) predict the labels of unseen graphs by...
Shaohua Fan, et al. ∙
37
research
∙ 09/29/2022

Bridging the Gap to Real-World Object-Centric Learning

Humans naturally decompose their environment into entities at the approp...
Maximilian Seitzer, et al. ∙
35
research
∙ 09/29/2022

Understanding Collapse in Non-Contrastive Learning

Contrastive methods have led a recent surge in the performance of self-s...
Alexander C. Li, et al. ∙

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