Gupta, Max

Navigating High Dimensional Concept Space with Metalearning

2025 · arXiv (Cornell University)

Rapidly learning abstract concepts from limited examples is a hallmark of human intelligence. This work investigates whether gradient-based meta-learning can equip neural networks with inductive biases for efficient few-shot acquisition of discrete concepts. I compare …