cellularflow is a small PyTorch language model which replaces the transformer FFN with addressable key-value memory banks for continual learning

a month ago by ☆ Yσɠƚԋσʂ ☆ to c/artificial_intel

Memory-Augmented Continual Learning LLM architecture decoupling knowledge storage from sequence reasoning to eliminate catastrophic forgetting. - celcilin/cellularflow
Sims 2 points a month ago

Interesting, and impressive to just whip up a new learning architecture single handedly like this ! There was a paper on how to inject memory into the last layer(s) of a normal transformer architecture. Seemed a bit 'hacky' but not sure which is better. No matter, In a few months we'll have several architectures and techniques to choose from, that all replace/augment primitive RAG systems, so the missing parts of the artificial brain is being developed everywhere.

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yogthos 1 point a month ago

This really does seem like the next frontier. If a model can learn and adopt on the fly, it becomes far more useful. And I suspect that small models could become tuned to do specific tasks a lot better than a generic large model.

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Artificial intelligence (AI) is intelligence demonstrated by machines, unlike the natural intelligence displayed by humans and animals, which involves consciousness and emotionality. The distinction between the former and the latter categories is often revealed by the acronym chosen.

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