3 stories tagged with #dynamical-systems, in publish-time order across the WeSearch catalog. Tag pages update as new stories ingest.
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ARXIV CS.AI
Planning Neural Dynamics with Lie Group Embedding through Supervised Projective Manifold Learning
We propose Lie group embedded dynamical neural networks (LieEDNN) and the corresponding learning algorithms based on gradient descent and metric projection on smooth manifold, wher…
ARXIV CS.AI
When Do LLMs Reason? A Dynamical Systems View via Entropy Phase Transitions
Chain-of-thought (CoT) reasoning has become the default strategy for enhancing LLM capabilities, yet its application raises a fundamental question: when is explicit reasoning actua…
ARXIV CS.AI
Symplectic Neural Operators for Learning Infinite Dimensional Hamiltonian Systems
The modeling and simulation of infinite-dimensional Hamiltonian systems are central problems in mathematical physics and engineering, however they pose significant computational an…