yacineMTB: toy models train in 5 seconds, enabling rapid architecture sweep experiments

yacineMTB · x · 2026-10-28

ML researcher and notable AI figure yacineMTB shared his approach to architecture experimentation: train tiny toy models that finish training in literally 5 seconds, so you can sweep over weird architectures and quickly see whether an idea works or not. A low-cost, high-iteration way to validate research ideas before committing to bigger runs.

Related event: Debate: Can Neural Nets Spontaneously Emerge Modular Structures?(3 posts)→

Original post →

More from Research

Research channel →