Articles in
Scientific Research
2 articles
To Grok Grokking: Why Neural Networks Sometimes Understand Late
Grokking happens even in ridge regression: fast memorization, a long plateau of orthogonal noise, then late generalization with a delay that scales as 1/λ.
Machine LearningGeneralizationGrokking
Cost-Constrained LLM Cascades — Meet C3PO
C3PO runs LLM cascades under a probabilistic cost constraint: stay in budget with 95% confidence, escalating to a bigger model only when the cheap one falls short.
AILLMMachine Learning