2 papers
cs.LG2025
Data Distributional Properties As Inductive Bias for Systematic Generalization
Felipe del Rio, Alain Raymond-Saez, Daniel Florea +4
Deep neural networks (DNNs) struggle at systematic generalization (SG). Several studies have evaluated the possibility to promote SG through the proposal of novel architectures, lo…
cs.LG2024
Gradient-based inference of abstract task representations for generalization in neural networks
Ali Hummos, Felipe del RÃo, Brabeeba Mien Wang +3
Humans and many animals show remarkably adaptive behavior and can respond differently to the same input depending on their internal goals. The brain not only represents the interme…