Why separate installation? JAX with CUDA support is Linux-specific and requires system CUDA 12.1-12.9 pre-installed. Separating the installation avoids dependency ...

Brain activities often follow an exponential family of distributions. The exponential distribution is the maximum entropy distribution of continuous random variables in the presence of a mean. The ...

Regression models with intractable normalizing constants are valuable tools for analyzing complex data structures, yet parameter inference for such models remains highly challenging—particularly when ...

Perceptual judgments of ambiguous stimuli are often biased by prior expectations. These biases may offer a window into the neural computations that give rise to perceptual interpretations of the ...

The mathematics that enable sensor fusion include probabilistic modeling and statistical estimation using Bayesian inference and techniques like particle filters, Kalman filters, and α-β-γ filters, ...

% MDP.s(F,T) - matrix of true states - for each hidden factor % MDP.o(G,T) - matrix of outcomes - for each outcome modality % or .O{G}(O,T) - likelihood matrix - for each outcome modality % MDP.u(F,T ...

Recursive Bayesian inference, in which posterior beliefs are updated in light of accumulating data, is a tool for implementing Bayesian models in applications with streaming and/or very large data ...