(8) Now for each node S, we define GφS as the maximum of the perturbed log-probabilities Gφi in the subtree leaves S. By Equation (2), GφS has a Gumbel distribution with location φS (hence its notation GφS ): GφS = max i∈S Gφi ∼ Gumbel(φS) (9) Since GφS ∼ Gumbel(φS) is a Gumbel ...
(8) Now for each node S, we define GφS as the maximum of the perturbed log-probabilities Gφi in the subtree leaves S. By Equation (2), GφS has a Gumbel distribution with location φS (hence ...
Training -ELBO (1020 latent space) 158.8 k=1 RELAX 94.4 k=1 ST Gumbel-Softmax 84.4 k=1 REINFORCE (sample bl) 82.6 k=4 Sum & sample (sample bl) 82.3 k= * ARSM 80.9 k=8 Sum & sample (sample ...
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, pages 5508–5521 Florence, Italy, July 28 - August 2, 2019. c©2019 Association for Computational ...
Stanford University Stanford University Stanford, CA 94305-9040 Stanford, CA 94305-9040 [email protected] [email protected] Christopher D. Manning Yoram Singer Computer Science ...
Data summaries and descriptive statistics, central tendency, variance, covariance, correlation, Basic probability: basic idea, expectation, probability calculus, Bayes theorem, conditional ...
Mathematics is the bedrock of science. We discuss the essential math topics to master to become a better data scientist in all aspects.