Internal Logical Induction for Pixel-Symbolic Reinforcement Learning.

Jiacheng Xu Chao Chen Fuxiang Zhang Lei Yuan Zongzhang Zhang Yang Yu

Published in: KDD (2023)

Keyphrases

reinforcement learning
function approximation
symbolic representation
inductive learning
machine learning
state space
logical reasoning
image pixels

inductive logic programming
robotic control
probabilistic logic
reinforcement learning algorithms
model free
optimal policy
markov decision processes
multi agent

optimal control
inductive inference
pixel level
rule induction
high level
action selection
policy search
intensity values

program synthesis
learning algorithm
logical representation
subgroup discovery
high resolution
dynamic programming
supervised learning