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Transformer Is Inherently a Causal Learner

Xinyue Wang, Stephen Wang, Biwei Huang

Modeling Unseen Environments with Language-guided Composable Causal Components in Reinforcement Learning

Xinyue Wang, Biwei Huang

Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations

Yupei Yang, Biwei Huang, Fan Feng, Xinyue Wang, Shikui Tu, Lei Xu

Deep Networks as Paths on the Manifold of Neural Representations

Richard D Lange, Devin Kwok, Jordan Kyle Matelsky, Xinyue Wang, David Rolnick, Konrad Kording

Learning domain-specific causal discovery from time series

Xinyue Wang, Konrad Kording