Tag: csml

Causal-Symbolic Meta-Learning (CSML): Inducing Causal World Models for Few-Shot Generalization arXiv:2509.12387v1 Announce Type: cross Abstract: Modern deep learning models excel at pattern recognition but remain fundamentally limited by their reliance on spurious correlations, leading to poor generalization and a demand for massive datasets. We argue that a key ingredient for human-like intelligence-robust, sample-efficient learning-stems from…