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analytic-learning

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kaelvalen / cerata

CERATA (formerly PAL-MoE): learning after deployment as an API call on a frozen model. Closed-form edits, exact forgetting, and measured locality/reversibility guards on every write and forget. Pre-registered continual-learning research code in PyTorch.

reproducible-research pytorch preregistration lifelong-learning machine-unlearning continual-learning catastrophic-forgetting pre-trained-models closed-form model-editing knowledge-editing analytic-learning

Updated Oct 7, 2026
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