Koopman

Researchers introduced a black-box method that classifies unsafe LLM outputs by fitting Koopman-based predictive models to prompt-response embedding dynamics, using a differential residual score to co…

Researchers have developed PrismFlow, a new flow matching method that uses Koopman-inspired dynamical experts to generate high-quality time-series data. The approach addresses spectral distortion and …