113
Voted
INLG
2010
Springer
14 years 10 months ago
2010
Springer
We present a novel approach to natural language generation (NLG) that applies hierarchical reinforcement learning to text generation in the wayfinding domain. Our approach aims to...
106
Voted
NCI
2004
15 years 1 months ago
2004
This paper describes a method for hierarchical reinforcement learning in which high-level policies automatically discover subgoals, and low-level policies learn to specialize for ...
99
Voted
ICML
1998
IEEE
16 years 1 months ago
1998
IEEE
This paper presents a new approach to hierarchical reinforcement learning based on the MAXQ decomposition of the value function. The MAXQ decomposition has both a procedural seman...
95
Voted
ICML
2000
IEEE
16 years 1 months ago
2000
IEEE