62 citations · 125 across the 26 of their papers we have counts for
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cs.LG2021
Learning soft interventions in complex equilibrium systems
Michel Besserve, Bernhard Schölkopf
Complex systems often contain feedback loops that can be described as cyclic causal models. Intervening in such systems may lead to counterintuitive effects, which cannot be inferr…
cs.LG2021★ 9 cited
Exploring the Latent Space of Autoencoders with Interventional Assays
Felix Leeb, Stefan Bauer, Michel Besserve +1
Autoencoders exhibit impressive abilities to embed the data manifold into a low-dimensional latent space, making them a staple of representation learning methods. However, without…