Author

H. Sompolinsky

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Preprint Aug 2026

Sparse Prototype Code Underlies Classification and Prediction Across Modalities

An analytical mean-field theory governed mainly by the variability along true-class and rival-class centroid coordinates, together with a global renormalization of the class radius that compensates for the non-Gaussian statistics of real representations is derived.

Yehonatan Avidan, Daniel D. Lee, H. Sompolinsky · 0 citations

Open access Aug 2026

A complementary learning system for continual episodic memory in large language models

A large language model is used as a model system for continual episodic memory, with its pretrained weights supplying the semantic context in which new episodes are embedded, yielding a neural-network model that stores, recalls, and consolidates naturalistic episodic memories, thereby capturing key functional features...

Xu Pan, Ely Hahami, R. Siegelmann et al. · bioRxiv · 0 citations