q-bio.NC · 2026-08-04 · No. 74
Neurons and Cognition, 2026-08-04.
1 new papers in q-bio.NC. Titles, authors,
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01 — The papers
1 entries-
01
Divisive Normalization Shapes Low-Rank Slow Manifolds for Continuous Working Memory
Zhaotian Gu, Jie Su, Weiwei Wang, Chang Liu, Tianyi Qian, Dahui Wang
q-bio.NC · cs.AI · cs.NE
The ability to robustly maintain and update continuous variables is a hallmark of working memory. While classical continuous attractor networks suffer from severe fine-tuning fragility, standard artificial recurrent neural networks (RNNs) like GRUs and LSTMs typically fail to stably learn continuous manifolds, instead shattering the state space into discretized point attractors. To bridge this gap, we draw inspiration from divisive...
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