Search Results for author: Anson Lei

Found 2 papers, 0 papers with code

Compete and Compose: Learning Independent Mechanisms for Modular World Models

no code implementations23 Apr 2024 Anson Lei, Frederik Nolte, Bernhard Schölkopf, Ingmar Posner

COMET is trained on multiple environments with varying dynamics via a two-step process: competition and composition.

Variational Causal Dynamics: Discovering Modular World Models from Interventions

no code implementations22 Jun 2022 Anson Lei, Bernhard Schölkopf, Ingmar Posner

In doing so, VCD significantly extends the capabilities of the current state-of-the-art in latent world models while also comparing favourably in terms of prediction accuracy.

Causal Discovery Variational Inference

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