9 citations · 20 across the 3 of their papers we have counts for
3 papers
cs.CL2017★ 4 cited
Bayesian Paragraph Vectors
Geng Ji, Robert Bamler, Erik B. Sudderth +1
Word2vec (Mikolov et al., 2013) has proven to be successful in natural language processing by capturing the semantic relationships between different words. Built on top of single-w…
stat.ML2017★ 7 cited
Perturbative Black Box Variational Inference
Robert Bamler, Cheng Zhang, Manfred Opper +1
Black box variational inference (BBVI) with reparameterization gradients triggered the exploration of divergence measures other than the Kullback-Leibler (KL) divergence, such as a…
stat.ML2017★ 9 cited
Structured Black Box Variational Inference for Latent Time Series Models
Robert Bamler, Stephan Mandt
Continuous latent time series models are prevalent in Bayesian modeling; examples include the Kalman filter, dynamic collaborative filtering, or dynamic topic models. These models…