(Automated) planning for tomorrow: Will artificial intelligence get smarter?

被引:4
作者
Geist, Edward Moore [1 ]
机构
[1] RAND Corp, Santa Monica, CA 90406 USA
关键词
Artificial intelligence; automated planning;
D O I
10.1080/00963402.2017.1288435
中图分类号
D81 [国际关系];
学科分类号
030207 ;
摘要
Artificial-intelligence (AI) researchers have made very considerable advances in their theoretical knowledge of planning over the past few decades. But the impact of AI on society in the coming years will depend on how much these discoveries improve the real-world performance of automated planning, or AP, an AI subfield that seeks to create computer programs that can generate plans to achieve a particular goal. If practical applications of automated planning continue to stagnate, it could hold back all of AI, even as its other subfields continue to mature. Modest progress, meanwhile, would facilitate modest economic and military uses of artificial intelligence. And should AP experience the same kind of spectacular breakout as reinforcement learning, which is being used practically in a wide variety of fields, from robotics to finance, the peril and promise of artificial intelligence might be fully realized.
引用
收藏
页码:80 / 85
页数:6
相关论文
共 23 条
[1]  
[Anonymous], 2004, Automated Planning: theory and practice
[2]  
[Anonymous], 1936, J. Of Math
[3]  
[Anonymous], 1976, ACM SIGART B, DOI 10.1145/1045339.1045340
[4]  
Domingos P., 2006, ARTIFICIAL INTELLIGE
[5]  
Domingos Pedro., 2009, Synthesis Lectures on Artificial Intelligence and Machine Learning, V3, P1, DOI DOI 10.2200/S00206-D1V01Y200907AIM007
[6]  
Estlin T., 2003, P 18 INT JOINT C ART
[7]   STRIPS - NEW APPROACH TO APPLICATION OF THEOREM PROVING TO PROBLEM SOLVING [J].
FIKES, RE ;
NILSSON, NJ .
ARTIFICIAL INTELLIGENCE, 1971, 2 (3-4) :189-208
[8]  
Garnelo M., 2016, CORR
[9]  
Ghallab M., 2016, AUTOMATED PLANNING A
[10]   Hybrid computing using a neural network with dynamic external memory [J].
Graves, Alex ;
Wayne, Greg ;
Eynolds, Malcolm R. ;
Harley, Tim ;
Danihelka, Ivo ;
Grabska-Barwinska, Agnieszka ;
Colmenarejo, Sergio Gomez ;
Grefenstette, Edward ;
Amalho, Tiago R. ;
Agapiou, John ;
Badia, Adria Puigdomenech ;
Hermann, Karl Moritz ;
Zwols, Yori ;
Strovski, Georg O. ;
Ain, Adam C. ;
King, Helen ;
Summerfield, Christopher ;
Lunsom, Phil B. ;
Kavukcuoglu, Koray ;
Hassabis, Demis .
NATURE, 2016, 538 (7626) :471-+