2026-10-04 · America/Los_Angeles · 社区动态 · #14

A Minimal Interpretable Architecture for Zero-Shot Reconstruction of Dynamical Systems [R]

In our #NeurIPS2026 paper “A Minimal Interpretable Architecture for Zero-Shot Reconstruction of Dynamical Systems (DS)” (preprint: https://arxiv.org/abs/2607.14937) we reduce a DS foundation model to the ingredients minimally necessary to faithfully reproduce long-term statistical and geometrical properties of DS: 1) A piecewise affine map with only a single (!!) parameter α that controls local con-/divergence rates, and … 2) … a context selector that chooses from the provided context signal the data point closest to the current state of the map, thus ensuring the generated dynamics stays…

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