Enhancing Text-based Reinforcement Learning Agents with Commonsense Knowledge.

作者: Kartik Talamadupula , Pavan Kapanipathi , Mrinmaya Sachan , Pushkar Shukla , Keerthiram Murugesan

DOI:

关键词: Commonsense knowledgeReinforcement learningComputer scienceHuman–computer interaction

摘要: … knowledge stored in knowledge graphs such as ConceptNet as a way to improve sample efficiency in text-based RL agents. To the best of our knowledge, … a graph encoding gt for Gt by …

参考文章(33)
Georgi Kobilarov, Jens Lehmann, Richard Cyganiak, Zachary Ives, Sören Auer, Christian Bizer, DBpedia: a nucleus for a web of open data international semantic web conference. ,vol. 4825, pp. 722- 735 ,(2007) , 10.1007/978-3-540-76298-0_52
Reinaldo A.C. Bianchi, Luiz A. Celiberto, Paulo E. Santos, Jackson P. Matsuura, Ramon Lopez de Mantaras, Transferring knowledge as heuristics in reinforcement learning Artificial Intelligence. ,vol. 226, pp. 102- 121 ,(2015) , 10.1016/J.ARTINT.2015.05.008
S.R.K. Branavan, D. Silver, R. Barzilay, Learning to Win by Reading Manuals in a Monte-Carlo Framework meeting of the association for computational linguistics. ,vol. 43, pp. 268- 277 ,(2011) , 10.1613/JAIR.3484
Long-Ji Lin, Reinforcement learning for robots using neural networks Carnegie Mellon University. ,(1992)
H Liu, P Singh, ConceptNet — A Practical Commonsense Reasoning Tool-Kit Bt Technology Journal. ,vol. 22, pp. 211- 226 ,(2004) , 10.1023/B:BTTJ.0000047600.45421.6D
Diego Reforgiato Recupero, Valentina Presutti, Sergio Consoli, Aldo Gangemi, Andrea Giovanni Nuzzolese, Sentilo: Frame-Based Sentiment Analysis Cognitive Computation. ,vol. 7, pp. 211- 225 ,(2015) , 10.1007/S12559-014-9302-Z
Jan Koutník, Giuseppe Cuccu, Jürgen Schmidhuber, Faustino Gomez, Evolving large-scale neural networks for vision-based reinforcement learning genetic and evolutionary computation conference. pp. 1061- 1068 ,(2013) , 10.1145/2463372.2463509
George A. Miller, WordNet Communications of the ACM. ,vol. 38, pp. 39- 41 ,(1995) , 10.1145/219717.219748
Kurt Bollacker, Colin Evans, Praveen Paritosh, Tim Sturge, Jamie Taylor, Freebase Proceedings of the 2008 ACM SIGMOD international conference on Management of data - SIGMOD '08. pp. 1247- 1250 ,(2008) , 10.1145/1376616.1376746