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Reinforcement Learning
Fire Burns, Swords Cut: Commonsense Inductive Bias for Exploration in Text-based Games
Text-based games (TGs) are exciting testbeds for developing deep reinforcement learning techniques due to their partially observed …
Dongwon Ryu
,
Ehsan Shareghi
,
Meng Fang
,
Yunqiu Xu
,
Shirui Pan
,
Reza Haffari
PDF
Reasoning Like Human: Hierarchical Reinforcement Learning for Knowledge Graph Reasoning
Knowledge Graphs typically suffer from incompleteness. A popular approach to knowledge graph completion is to infer missing knowledge …
Guojia Wan
,
Shirui Pan
,
Chen Gong
,
Chuan Zhou
,
Gholamreza Haffari
PDF
Reinforcement Learning based Meta-path Discovery in Large-scale Heterogeneous Information Networks
Meta-paths are important tools for a wide variety of data mining and network analysis tasks in Heterogeneous Information Networks …
Guojia Wan
,
Bo Du
,
Shirui Pan
,
Gholamreza Haffari
PDF
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