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20222026
most citedVariational Causal Dynamics: Discovering Modular World Models from Interventions

2 citations · 2 across the 9 of their papers we have counts for

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cs.LG2024

SPARTAN: A Sparse Transformer World Model Attending to What Matters

Anson Lei, Bernhard Schölkopf, Ingmar Posner

Capturing the interactions between entities in a structured way plays a central role in world models that flexibly adapt to changes in the environment. Recent works motivate the be…

cs.LG2024

Compete and Compose: Learning Independent Mechanisms for Modular World Models

Anson Lei, Frederik Nolte, Bernhard Schölkopf +1

We present COmpetitive Mechanisms for Efficient Transfer (COMET), a modular world model which leverages reusable, independent mechanisms across different environments. COMET is tra…