On the necessity of abstraction
Publication
, Journal Article
Konidaris, G
Published in: Current Opinion in Behavioral Sciences
October 1, 2019
A generally intelligent agent faces a dilemma: it requires a complex sensorimotor space to be capable of solving a wide range of problems, but many tasks are only feasible given the right problem-specific formulation. I argue that a necessary but understudied requirement for general intelligence is the ability to form task-specific abstract representations. I show that the reinforcement learning paradigm structures this question into how to learn action abstractions and how to learn state abstractions, and discuss the field's progress on these topics.
Duke Scholars
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Published In
Current Opinion in Behavioral Sciences
DOI
EISSN
2352-1546
Publication Date
October 1, 2019
Volume
29
Start / End Page
1 / 7
Related Subject Headings
- 5202 Biological psychology
- 3209 Neurosciences
- 1701 Psychology
Citation
APA
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ICMJE
MLA
NLM
Konidaris, G. (2019). On the necessity of abstraction. Current Opinion in Behavioral Sciences, 29, 1–7. https://doi.org/10.1016/j.cobeha.2018.11.005
Konidaris, G. “On the necessity of abstraction.” Current Opinion in Behavioral Sciences 29 (October 1, 2019): 1–7. https://doi.org/10.1016/j.cobeha.2018.11.005.
Konidaris G. On the necessity of abstraction. Current Opinion in Behavioral Sciences. 2019 Oct 1;29:1–7.
Konidaris, G. “On the necessity of abstraction.” Current Opinion in Behavioral Sciences, vol. 29, Oct. 2019, pp. 1–7. Scopus, doi:10.1016/j.cobeha.2018.11.005.
Konidaris G. On the necessity of abstraction. Current Opinion in Behavioral Sciences. 2019 Oct 1;29:1–7.
Published In
Current Opinion in Behavioral Sciences
DOI
EISSN
2352-1546
Publication Date
October 1, 2019
Volume
29
Start / End Page
1 / 7
Related Subject Headings
- 5202 Biological psychology
- 3209 Neurosciences
- 1701 Psychology