logistic map
PulseAugur coverage of logistic map — every cluster mentioning logistic map across labs, papers, and developer communities, ranked by signal.
1 day(s) with sentiment data
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Autoregressive transformers show surprising ability to predict chaotic dynamics
A new research paper explores the ability of autoregressive transformers to understand and predict complex chaotic systems, even when trained on limited data. The study demonstrates that these models, when exposed to re…
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New kernel method classifies nonlinear dynamical systems
Researchers have developed Dynafit, a novel kernel-based method for classifying trajectories generated by nonlinear dynamical systems. This approach learns a distance metric in a feature space that approximates the Koop…
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New method estimates negative Lyapunov exponents from short trajectories
Researchers have developed a novel method for estimating negative Lyapunov exponents from short trajectory ensembles without relying on governing equations or analytical Jacobians. This period-aware forecast-error contr…
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New chaotic contrastive learning method boosts texture classification accuracy
Researchers have developed a new texture classification framework that combines self-supervised learning with chaotic dynamics. This approach uses chaotic maps as data augmentation to train networks to learn robust feat…