Liangliang Wang, Alexandre Bouchard-Côté, Arnaud Doucet, Bayesian Phylogenetic Inference Using a Combinatorial Sequential Monte Carlo Method, Journal of the American Statistical Association, Vol. 110, ...

The third major pathway to achieving computational expansion during the reasoning phase is the actual adoption of some search technique during the reasoning process.This means that reasoning is no ...

We describe statistical inference of neighbor-dependent models using a Markov chain Monte Carlo expectation maximization (MCMC-EM) algorithm. In the MCMC-EM algorithm, the high-dimensional integrals ...

Finally, it uses a simpler tree search that relies upon this single neural network to evaluate positions and sample moves, without performing any Monte Carlo rollouts.