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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

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One Horizontal Flip at Test Time Beat Every Training Trick I've Measured

One Horizontal Flip at Test Time Beat Every Training Trick I've Measured

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4 min read
The GPU Has a 0.8 ms Floor, and My Sensor Model Lives Under It

The GPU Has a 0.8 ms Floor, and My Sensor Model Lives Under It

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3 min read
The One Knob I Never Swept Was the Optimizer. Adam Beat My Tuned SGD by 0.7

The One Knob I Never Swept Was the Optimizer. Adam Beat My Tuned SGD by 0.7

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3 min read
I Set Every Seed and Trained Twice. The Models Diverged at Step 1

I Set Every Seed and Trained Twice. The Models Diverged at Step 1

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4 min read
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