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#artificial intelligence Preprint Oct 2026

Retrieval-Centric Deep Learning in Growing Nonparametric Neural Networks

We investigate a general-purpose layer for deep learning that, instead of compressing arbitrary-size training data into fixed-size weight matrices, stores a new pair of key-value representations for every data point during training, and retrieves and recombines these representations through an attention mechanism at in...

Maximilian Schlegel, Rajai Nasser, Seijin Kobayashi et al. · 0 citations

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