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

Blad, Samuel et al.
arXiv (All) · Papers
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machine-learning
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 learning progress is not directly measurable, and existing methods often derive it from the prediction error in the output s
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