Iterative rule-guided reasoning over sparse knowledge graphs with deep reinforcement learning.
Yi XiaMingjing LanJunyong LuoXiaohui ChenGang ZhouPublished in: Inf. Process. Manag. (2022)
Keyphrases
- reinforcement learning
- knowledge base
- knowledge representation
- production rules
- reasoning process
- knowledge acquisition
- knowledge based systems
- general knowledge
- deductive reasoning
- knowledge discovery
- reasoning mechanisms
- probabilistic knowledge
- background knowledge
- model based reasoning
- logical rules
- reasoning engine
- inconsistent information
- commonsense knowledge
- graph matching
- knowledge management
- domain knowledge
- learning process
- multi agent
- graph mining
- directed graph
- knowledge sharing
- sparse representation
- incomplete knowledge
- logical formulas
- state space
- prior knowledge
- gaussian graphical models