4 papers
Position: Artificial Intelligence Needs Meta Intelligence -- the Case for Metacognitive AI
Sergei Chuprov, Richard D. Lange, Leon Reznik +3
This position paper argues for metacognition as a general design principle for creating more accurate, secure, and efficient AI. The metacognitive solution involves systems monitor…
On Kernel Eigen-alignments of KRR: Reconstruction and Generalization
Yang Liu, Ernest Fokoue, Richard Lange +1
This paper investigates the critical role of eigenalignments between the kernel matrix and learning targets in achieving robust generalization in learning problems. We establish a…
Use and usability: concepts of representation in philosophy, neuroscience, cognitive science, and computer science
Ben Baker, Richard D. Lange, Andrew Richmond +4
Representations play a central role in the study of both biological and artificial intelligence, as well as philosophy of mind. Across neuroscience, computer science, and philosoph…
Causality in the human niche: lessons for machine learning
Richard D. Lange, Konrad P. Kording
Humans interpret the world around them in terms of cause and effect and communicate their understanding of the world to each other in causal terms. These causal aspects of human co…