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Symbolic vs. Statistical Al
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Classroom Contents
Beyond Graph Neural Networks with Lifted Relational Neural Networks
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- 1 Intro
- 2 Symbolic vs. Statistical Al
- 3 Outline
- 4 Deep Learning
- 5 Relational Representations
- 6 Problem Statement
- 7 Statistical Relational Learning
- 8 Lifted Relational Neural Networks
- 9 Declarative ANN Encoding
- 10 Multi-Layer Perceptrons
- 11 Convolutional Networks
- 12 Recurrent and Recursive Networks
- 13 Graph Neural Networks
- 14 Lossless Model Compression via Lifting
- 15 Beyond GNN Expressiveness
- 16 Beyond GNNs with Atom Rings
