ProofOfConcept
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d484fd504c
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research: continual learning survey analysis — we're at the frontier
Survey of 300+ papers confirms: nobody combines full-weight training +
Apollo + CUDA IPC + context-frozen + dream-loop curriculum + HOGWILD +
memory graph. Each technique exists; the combination is novel.
Key validations: flat-loss basin is our friend, 25% replay achieves
positive backward transfer, data quality > quantity, diversity >
regularization. Our multi-scale defense uses 3 of 5 CL technique
categories simultaneously — unprecedented in the literature.
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2026-03-31 02:11:30 -04:00 |
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