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Evaluation in artificial intelligence: From task-oriented to ability-oriented measurement
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| 2 |
IQ tests are not for machines, yet
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In: http://www.dsic.upv.es/%7Eflip/papers/IQnotuniversal.pdf (2012)
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| 3 |
Comparing humans and AI agents
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In: http://users.dsic.upv.es/proy/anynt/paper1-comparing.pdf (2011)
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Abstract:
Abstract. Comparing humans and machines is one important source of information about both machine and human strengths and limitations. Most of these comparisons and competitions are performed in rather specific tasks such as calculus, speech recognition, translation, games, etc. The information conveyed by these experiments is limited, since it portrays that machines are much better than humans at some domains and worse at others. In fact, CAPTCHAs exploit this fact. However, there have only been a few proposals of general intelligence tests in the last two decades, and, to our knowledge, just a couple of implementations and evaluations. In this paper, we implement one of the most recent test proposals, devise an interface for humans and use it to compare the intelligence of humans and Q-learning, a popular reinforcement learning algorithm. The results are highly informative in many ways, raising many questions on the use of a (universal) distribution of environments, on the role of measuring knowledge acquisition, and other issues, such as speed, duration of the test, scalability, etc.
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Keyword:
general vs. specific intelligence; Intelligence measurement; reinforcement learning; universal intelligence
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URL: http://users.dsic.upv.es/proy/anynt/paper1-comparing.pdf
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.224.9460
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| 4 |
Measuring Universal Intelligence: Towards an Anytime Intelligence Test
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In: http://users.dsic.upv.es/proy/anynt/measuring.pdf (2010)
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| 5 |
A (hopefully) unbiased universal environment class for measuring intelligence of biological and artificial systems. Extended Version. available at http://users.dsic.upv.es/proy/anynt
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In: http://users.dsic.upv.es/proy/anynt/unbiased.pdf (2009)
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| 6 |
Beyond the Turing Test
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In: http://users.dsic.upv.es/proy/anynt/Beyond.pdf (2000)
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| 7 |
Beyond the Turing Test
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In: http://www.dsic.upv.es/~jorallo/escrits/TT-JHdez.ps.gz (1999)
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| 8 |
BeyondtheTuringTest(Extended,originalinternalreport)
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In: http://users.dsic.upv.es/%7Eflip/papers/Beyond2000-preliminary-extended.pdf (1999)
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| 9 |
The ANYNT Project Intelligence Test Λone
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In: http://www.csse.monash.edu.au/~dld/Publications/2012/Insa-CabreraHernandez-OralloDoweEspanaHernandez-Lloreda_The_anYnt_ProjectIntelligenceTest:Lambda_one_AISB_IACAP_JointConference_CelebratingTheTuringYear_Birmingham_July2012_8pp.pdf
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| 10 |
Turing Machines and Recursive Turing Tests
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In: http://www.csse.monash.edu.au/~dld/Publications/2012/Hernandez-OralloInsa-CabreraDoweHibbard_TuringMachinesAndRecursiveTuringTests_AISB_IACAP_JointConference_CelebratingTheTuringYear_Birmingham_July2012_6pp.pdf
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| 11 |
A (hopefully) Unbiased Universal Environment Class for Measuring Intelligence of Biological and Artificial Systems
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In: http://agi-conf.org/2010/wp-content/uploads/2009/06/paper_19.pdf
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| 12 |
On Discriminative Environments, Randomness, Two-part Compression and MML
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In: http://www.dsic.upv.es/%7Eflip/papers/projectibility.pdf
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| 13 |
Beyond the Turing Test
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In: http://www.dsic.upv.es/%7Eflip/papers/Beyond2000.pdf
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| 14 |
Measuring Universal Intelligence: Towards an Anytime Intelligence Test
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In: http://www.dsic.upv.es/%7Eflip/papers/measuring.pdf
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| 15 |
Compression and intelligence: social environments and communication
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In: http://users.dsic.upv.es/proy/anynt/paper5-compression.pdf
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| 16 |
On measuring social intelligence: experiments on competition and cooperation
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In: http://users.dsic.upv.es/~flip/papers/AGI2012.pdf
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| 17 |
Turing Tests with Turing Machines
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In: http://users.dsic.upv.es/%7Eflip/papers/Turing100.pdf
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| 18 |
The ANYNT Project Intelligence Test Λone
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In: http://users.dsic.upv.es/%7Eflip/papers/AISB-AICAP2012a.pdf
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| 19 |
Turing Machines and Recursive Turing Tests
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In: http://users.dsic.upv.es/%7Eflip/papers/AISB-AICAP2012b.pdf
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