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Dependent Multinomial Models Made Easy: Stick-Breaking with the Polya-gamma Augmentation.

, , and . NIPS, page 3456-3464. (2015)

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Autoconj: Recognizing and Exploiting Conjugacy Without a Domain-Specific Language., , and . CoRR, (2018)The Hierarchical Dirichlet Process Hidden Semi-Markov Model., and . UAI, page 252-259. AUAI Press, (2010)Composing graphical models with neural networks for structured representations and fast inference., , , , and . NIPS, page 2946-2954. (2016)Cross-Corpora Unsupervised Learning of Trajectories in Autism Spectrum Disorders., , , , , and . J. Mach. Learn. Res., (2016)A Controller for the LittleDog Quadruped Walking on Rough Terrain., , , , and . ICRA, page 1467-1473. IEEE, (2007)Bayesian nonparametric hidden semi-Markov models, and . Journal of Machine Learning Research, 14 (Feb): 673--701 (2013)The Segmented iHMM: A Simple, Efficient Hierarchical Infinite HMM., , , and . ICML, volume 48 of JMLR Workshop and Conference Proceedings, page 2682-2691. JMLR.org, (2016)The LORACs Prior for VAEs: Letting the Trees Speak for the Data., , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 3292-3301. PMLR, (2019)Parallelism-preserving automatic differentiation for second-order array languages., , , and . FHPNC@ICFP, page 13-23. ACM, (2021)SOLAR: Deep Structured Representations for Model-Based Reinforcement Learning., , , , , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 7444-7453. PMLR, (2019)