University · Artificial Intelligence · Knowledge Representation and Reasoning

Neuro-Symbolic AI: Integrating Neural Networks with Logical Reasoning

4 Abschnitte

Motivations for neuro-symbolic integration; neural-symbolic spectrum; tensor-based knowledge graph embeddings; differentiable theorem proving; neural network verification; logic tensor networks; CLEVR and compositional reasoning; large language models and symbolic grounding.

Inhaltsübersicht

  • Motivations and the Neuro-Symbolic Spectrum
  • Knowledge Graph Embeddings and Differentiable Reasoning
  • Logic Tensor Networks, Neural Network Verification, and Compositional Reasoning
  • Large Language Models, Symbolic Grounding, and the Future of Neuro-Symbolic AI

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