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Adaptive Control of Thought-Rational (ACT-R)
-Hybrid
-Hand-Coded
-Early Model
-Pro: Separate Loops for implicit/explicit processes
-Con: Separate proc/dec memory
The most basic, How patterns connect to memory, switching between procedural and declarative memory
Autocatalytic Endogenous Reflective Architecture (AERA)
-Constructivist
-Distributed Representation
-Pro: Recursive Self-Improvement
-Con: Manual Customization = too atomic
Problem to be solved, task to be achieved, Rule-driven ... Ranks operations & chooses the best one (Chunk to simpler problems)
Connectionist Learning with Adaptive Rule Induction ON-line (CLARION)
-Cognitive Psychology Model
-Pro: Models implicit/explicit behaviour
-Con: Implicit processes heavily influence explicit processes
One-shot learning - trial and error - can then become a rule
Goal-Oriented Learning Meta-Architecture (GOLEM)
-Meta Architecture
-Pro: Inclusive
-Con: Not implemented (yet)
State Operator And Result (SOAR)
-Symbolic
-Hand-coded
-Rule Driven
-Pro: Robust
-Con: Tangled proc/dec memory
Action-centered subsystem (part of CLARION)
to control both external and internal actions
Non-action-centered subsystem (part of CLARION)
to maintain general knowledge
Motivational subsystem (part of CLARION)
to provide underlying motivations for perception, action, and cognition
Meta-cognitive subsystem (part of CLARION)
to monitor, direct, and modify the operations of all the other subsystems
"thinking about thinking"
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