Sampling

…specifications, risk assessments, sampling, laboratory testing, interpretation of compendial methods and review of external testing. The analyst also investigates unexpected results and works with process development and manufacturing colleagues to resolve material quality issues.

Stochastic localization has become a tool for high-dimensional geometry, sampling and diffusion-model analysis. Motivated by mirror descent and non-Euclidean sampling, this talk generalizes the process by replacing Gaussian regularization with multiples of log-Laplace transforms. It introduces the construction, its analysis, applications and remaining questions.

…descent and motivate the problem of sampling them.

…navigation, Bayesian reasoning, sampling, memorization, and logical inference. The resulting spiking neural network models capture various hippocampal cell types (grid, place, border, etc.), behavioural errors, and a variety of observed neural dyn

…explore-exploit trade-offs, search and sampling, and to neuroscience findings. I also present several lines of new empirical evidence suggesting that young human learners are highly expl