16 citations · 84 across the 16 of their papers we have counts for
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math.PR2019★ 4 cited
Functional Convergence of Sequential U-processes with Size-Dependent Kernels
Christian Döbler, Mikołaj Kasprzak, Giovanni Peccati
We consider sequences of -processes based on symmetric kernels of a fixed order, that possibly depend on the sample size. Our main contribution is the derivation of a set of ana…
stat.ML2019★ 9 cited
Validated Variational Inference via Practical Posterior Error Bounds
Jonathan H. Huggins, Mikołaj Kasprzak, Trevor Campbell +1
Variational inference has become an increasingly attractive fast alternative to Markov chain Monte Carlo methods for approximate Bayesian inference. However, a major obstacle to th…