171 citations · 357 across the 21 of their papers we have counts for
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Maximum Likelihood Learning of Unnormalized Models for Simulation-Based Inference
Pierre Glaser, Michael Arbel, Samo Hromadka +2
We introduce two synthetic likelihood methods for Simulation-Based Inference (SBI), to conduct either amortized or targeted inference from experimental observations when a high-fid…
Non-Convex Bilevel Games with Critical Point Selection Maps
Michael Arbel, Julien Mairal
Bilevel optimization problems involve two nested objectives, where an upper-level objective depends on a solution to a lower-level problem. When the latter is non-convex, multiple…
Continual Repeated Annealed Flow Transport Monte Carlo
Alexander G. D. G. Matthews, Michael Arbel, Danilo J. Rezende +1
We propose Continual Repeated Annealed Flow Transport Monte Carlo (CRAFT), a method that combines a sequential Monte Carlo (SMC) sampler (itself a generalization of Annealed Import…