Thinking Fast and Slow
Last modified on December 30, 2023
System 1
Links to “System 1”
Towards Causal Representation Learning (System 1 vs. System 2)
System 1: Intuitive, fast, unconscious, parallel, non-linguistic, habitual
System 2: Slow, logical, sequential, conscious, linguistic, algorithmic, planning, reasoning
Current deep learning systems excel at System 1 – they are fast, intuitive, but brittle. How can we incorporate more System 2 to allow DL to reason about the world?
System 2
Links to “System 2”
Towards Causal Representation Learning (System 1 vs. System 2)
System 1: Intuitive, fast, unconscious, parallel, non-linguistic, habitual
System 2: Slow, logical, sequential, conscious, linguistic, algorithmic, planning, reasoning
Current deep learning systems excel at System 1 – they are fast, intuitive, but brittle. How can we incorporate more System 2 to allow DL to reason about the world?