102 citations · 315 across the 32 of their papers we have counts for
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cs.LG2021★ 1 cited
q-Paths: Generalizing the Geometric Annealing Path using Power Means
Vaden Masrani, Rob Brekelmans, Thang Bui +4
Many common machine learning methods involve the geometric annealing path, a sequence of intermediate densities between two distributions of interest constructed using the geometri…
stat.ML2021★ 8 cited
Differentiable Particle Filtering without Modifying the Forward Pass
Adam Ścibior, Frank Wood
Particle filters are not compatible with automatic differentiation due to the presence of discrete resampling steps. While known estimators for the score function, based on Fisher'…
cs.CV2021★ 10 cited
Conditional Image Generation by Conditioning Variational Auto-Encoders
William Harvey, Saeid Naderiparizi, Frank Wood
We present a conditional variational auto-encoder (VAE) which, to avoid the substantial cost of training from scratch, uses an architecture and training objective capable of levera…