Gradient-Momentum Coupling: A Parameter-Space Proxy for Learning Progress

Samuel Blad, Martin Längkvist, Amy Loutfi

Measuring learning progress is at the core of curiosity-driven exploration, which rewards an agent for going where its model is still learning. However, the abstract notion of lear…