Variational Causal Dynamics: Discovering Modular World Models from Interventions

22 June 2022

Papers citing "Variational Causal Dynamics: Discovering Modular World Models from Interventions"

8 / 8 papers shown

Title
SPARTAN: A Sparse Transformer Learning Local Causation Anson Lei Bernhard Schölkopf Ingmar Posner 100 3 0 11 Nov 2024
Causal Representation Learning in Temporal Data via Single-Parent Decoding Philippe Brouillard Sébastien Lachapelle Julia Kaltenborn Yaniv Gurwicz Dhanya Sridhar Alexandre Drouin Peer Nowack Jakob Runge David Rolnick CML 63 6 0 09 Oct 2024
Disentangled Representations for Causal Cognition Filippo Torresan Manuel Baltieri CML 95 2 0 30 Jun 2024
Compete and Compose: Learning Independent Mechanisms for Modular World Models Anson Lei Frederik Nolte Bernhard Schölkopf Ingmar Posner OffRL 68 2 0 23 Apr 2024
Out-of-Variable Generalization for Discriminative Models Siyuan Guo J. Wildberger Bernhard Schölkopf OOD CML 90 2 0 16 Apr 2023
Reliable Beamforming at Terahertz Bands: Are Causal Representations the Way Forward? Christo Kurisummoottil Thomas Walid Saad 48 4 0 14 Mar 2023
Causal Triplet: An Open Challenge for Intervention-centric Causal Representation Learning Yuejiang Liu Alexandre Alahi Chris Russell Max Horn Dominik Zietlow Bernhard Schölkopf Francesco Locatello CML 118 23 0 12 Jan 2023
Neuro-Symbolic Causal Reasoning Meets Signaling Game for Emergent Semantic Communications Christo Kurisummoottil Thomas Walid Saad 76 35 0 21 Oct 2022