Go for a Walk and Arrive at the Answer: Reasoning Over Knowledge Bases with Reinforcement Learning.
Rajarshi DasShehzaad DhuliawalaManzil ZaheerLuke VilnisIshan DurugkarAkshay KrishnamurthyAlex SmolaAndrew McCallumPublished in: AKBC@NIPS (2017)
Keyphrases
- knowledge base
- reinforcement learning
- reasoning process
- knowledge representation systems
- knowledge representation
- function approximation
- description logics
- inference engine
- learning algorithm
- abductive logic programming
- knowledge acquisition
- temporal difference
- production rules
- answering questions
- wordnet
- reasoning engine
- state space
- open world
- expert systems
- multi agent
- machine learning
- knowledge based systems
- reasoning systems
- computing least common subsumers
- belief revision
- model free
- automated reasoning
- reasoning tasks
- possibilistic logic