Not playing around: Why neuroscience needs toy models

Over the past 25 years, artificial neural networks have exploded in size, expanding from 60,000 parameters in 1998 (LeNet) to 70 billion in 2024 (Llama 3). Computational neuroscience has benefited from these large models’ ability…