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Warmup Did Nothing for My Learning Rate — Then It Fully Rescued the Wrong One

Warmup Did Nothing for My Learning Rate — Then It Fully Rescued the Wrong One

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4 min read
My Gradient Clipping Was Never Clipping. It Was Secretly Multiplying My Weight Decay

My Gradient Clipping Was Never Clipping. It Was Secretly Multiplying My Weight Decay

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4 min read
Weight Decay 0.05: Catastrophe in Adam, Optimum in AdamW

Weight Decay 0.05: Catastrophe in Adam, Optimum in AdamW

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4 min read
EMA's Decay Isn't a Dial. It's a Plateau, a Cliff, and a 10%-Accuracy Crater

EMA's Decay Isn't a Dial. It's a Plateau, a Cliff, and a 10%-Accuracy Crater

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5 min read
QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)

QLoRA hyperparameters that actually matter (rank, alpha, learning rate, epochs)

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3 min read
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