16 citations · 29 across the 6 of their papers we have counts for
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math.PR2018★ 4 cited
On sampling from a log-concave density using kinetic Langevin diffusions
Arnak S. Dalalyan, Lionel Riou-Durand
Langevin diffusion processes and their discretizations are often used for sampling from a target density. The most convenient framework for assessing the quality of such a sampling…
math.ST2018★ 2 cited
Noise contrastive estimation: asymptotics, comparison with MC-MLE
Lionel Riou-Durand, Nicolas Chopin
A statistical model is said to be un-normalised when its likelihood function involves an intractable normalising constant. Two popular methods for parameter inference for these mod…