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tational resources. And as we have argued in detail in Chapter 7, efficiency is not a side-issue but rather the essence of real-world AGI (since as Hutter has shown, if one casts efficiency aside, arbitrary levels of general intelligence can be achieved via a trivially simple program). The essence of
nce with respect to the distribution v over the space of all computable reward-summable environ- ments, E, that is, TOO a L v(Ii)1'; PEE Legg and Hutter's universal intelligence is obtained by setting v equal to the universal distribution. This framework is more flexible than it might seem. E.g. sup
R ID PIA late IIRICVICR NSA IEOM Tr Sad PLANO I NE ban MMa !IRO IDECUTOR Tisk VA. OROS NEI SERVO RANIER 50—hoia VICEID Fig. 4.12: Albus's perceptual, motor and modeling hierarchies 4.5.6 Joshua Blue Sam Adams and his colleagues at IBM have created a cognitive architecture called Jos
formance with respect to the distribution v over the space of all computable reward-summable environ- ments, E, that is, Y(m) = SO vr pew Legg and Hutter’s universal intelligence is obtained by setting v equal to the universal distribution. This framework is more flexible than it might seem. E.g. supp
putational resources. And as we have argued in detail in Chapter 7, efficiency is not a side-issue but rather the essence of real-world AGI (since as Hutter has shown, if one casts efficiency aside, arbitrary levels of general intelligence can be achieved via a trivially simple program). The essence of t
ar stereoCCD = stereo FLIR color CCD radar navigational actuator signals signals signals signals signals signals signals SENSORS ACTUATOR Fig. 4.12: Albus’s perceptual, motor and modeling hierarchies 4.5.6 Joshua Blue Sam Adams and his colleagues at IBM have created a cognitive architecture called Jos
rization of Real-World General Intelligence ......... 135 7.3.1 Biased Universal Intelligence............ 0.00. ee eee 136 7.3.2 Connecting Legg and Hutter’s Model of Intelligent Agents to the Real World... ee cet ete e tne e eens 137 7.3.3 Pragmatic General Intelligence ............ 00... c eee eee 13
s and derive new knowledge from old. It has been connected to a natural language engine, and designs have been created for the connection of Cye with Albus’s 4D-RCS [AMOI]. Cyc’s most unique aspect is the large database of commonsense knowledge that Cycorp has accumulated (millions of pieces of knowledge
Entities connected to both Hutter and Albus

Vince Foster
PERSON
Shane Legg
PERSONDeSTIN
ORGANIZATIONVirtual Agents
ORGANIZATIONSurfaces, Limits, Boundaries
ORGANIZATION
Baars
PERSONHopfield
ORGANIZATION
George W. Bush
PERSON
Turing
PERSON
Douglas Hofstadter
PERSON
Marvin Minsky
PERSON
Marc Rich
PERSONOpenCog
ORGANIZATIONBen Kuipers
PERSONCogPrime
ORGANIZATIONConnecting Legg
ORGANIZATION
Michael Douglas
PERSONMicroPsi
ORGANIZATION
Amy Adams
PERSONMotivation
ORGANIZATION