Causality improves robustness to distribution shift by modeling underlying mechanisms of change in decision-making and dynamical systems.
Read the original at arxiv.org→arXiv:2610.28803v1 Announce Type: new Abstract: While statistical learning has made remarkable progress in recent decades, driven by large datasets and data-driven protocols that have transformed scientific...
Original headline: "Towards Realistic Models of Change: A Causal Perspective on Decision-Making and Dynamical Systems"
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- Oct 22, 04:00 UTC arXiv cs.LG lead source Towards Realistic Models of Change: A Causal Perspective on Decision-Making and Dynamical Systems