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Uniform bagging's performance degrades significantly with Markov-dependent data, but a novel spectral routing algorithm can restore minimax optimality without knowledge of the mixing time.
Forget accuracy: a spectral "fingerprint" derived from Random Matrix Theory can reveal hidden overfitting in your model, even when standard metrics look good.
GPT-2 wastes 88% of its attention on predictable information, but this new method learns to forget, achieving a 37.8x compute reduction by dynamically consolidating episodic retrievals into parametric memory.
