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van der Pol
van der Pol
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New AI research explores prediction limits in soft state abstractions
This research paper introduces a novel approach to soft state representations in artificial intelligence, assigning each state a vector of non-negative class weights that sum to one. The study derives a finite-sample lo…
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New method enhances equation discovery from noisy data using Koopman dynamics
Researchers have developed a dynamics-aware method for identifying governing equations from sparse and noisy data, building upon techniques like Sparse Identification of Nonlinear Dynamics (SINDy) and PDE Functional Ide…