Lyapunov exponent
PulseAugur coverage of Lyapunov exponent — every cluster mentioning Lyapunov exponent across labs, papers, and developer communities, ranked by signal.
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LLMs automate cyber defense, RL agent stabilizes pendulum · 2 sources tracked
A new arXiv preprint details an LLM framework capable of automating adversary emulation with an 84% success rate, utilizing Claude Sonnet 4.5 to interpret threat reports and generate corrective attack playbooks. Separat…
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Lyapunov Exponent as Physics-Informed Reward for RL Stabilization
Researchers have proposed using the Lyapunov characteristic exponent (LCE) as a dense reward signal for reinforcement learning (RL) tasks, specifically for stabilizing an inverted pendulum. This novel approach enabled a…
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New theory grounds cardiac health monitoring in smartphone photoplethysmography
Researchers have developed Cardiac Stability Theory (CST), a new framework that defines cardiovascular health based on stability margins around a cardiac dynamical attractor. This theory leads to the Cardiac Stability I…