Concept-free Causal Disentanglement with Variational Graph Auto-Encoder

no code implementations • 17 Nov 2023 • Jingyun Feng, Lin Zhang, Lili Yang

Existing approaches often rely on Variational Auto-Encoder (VAE) or its causal structure learning-based refinement, which suffer from sub-optimality in VAEs due to the independence factor assumption and unavailability of concept labels, respectively.

Disentanglement Meta-Learning