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20242026
most citedA minimal dynamical system and analog circuit for non-associative learning

1 citations · 1 across the 5 of their papers we have counts for

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eess.SY2026

Dynamical principles of habituation across substrates and scales

Matthew Smart, Stanislav Y. Shvartsman, Martin Mönnigmann

Habituation is a basic form of learning in which a system's response to repeated stimulation progressively diminishes but eventually recovers when the stimulus is withheld. Long st…

cs.LG2026

Attention as In-Context Empirical Bayes: A Two-Stage View via Particle Dynamics

Matthew Smart, Soumya Ganguly, Nilava Metya +2

We study minimal attention-only transformers under all-token corruption and show they admit a two-stage empirical Bayes interpretation. A single attention step computes a kernel-we…