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cs.LG2024
When does compositional structure yield compositional generalization? A kernel theory
Samuel Lippl, Kim Stachenfeld
Compositional generalization (the ability to respond correctly to novel combinations of familiar components) is thought to be a cornerstone of intelligent behavior. Compositionally…
q-bio.NC2024
Source Invariance and Probabilistic Transfer: A Testable Theory of Probabilistic Neural Representations
Samuel Lippl, Raphael Gerraty, John Morrison +1
As animals interact with their environments, they must infer properties of their surroundings. Some animals, including humans, can represent uncertainty about those properties. But…