Proxy Variables for Causal Effect Estimation with Hidden Confounding
Keynote at @Conf_CLeaR 2026, video now online!
https://www.youtube.com/watch?v=ilspIe6ZmOA
Slides (with bonus content and fewer bugs): https://www.gatsby.ucl.ac.uk/~gretton/coursefiles/CLeaR26_2.pdf
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#412Covers:
Outcome bridge proxy methods (kernel, NN) https://arxiv.org/abs/2105.04544 https://arxiv.org/abs/2106.03907
Proxy Methods for Domain Adaptation https://arxiv.org/abs/2403.07442
Treatment bridge and doubly robust proxy methods: https://arxiv.org/abs/2503.08371 https://arxiv.org/abs/2505.19807
Proxy Variables for Causal Effect Estimation with Hidden Confounding
Keynote at @Conf_CLeaR 2026, video now online!
https://www.youtube.com/watch?v=ilspIe6ZmOA
Slides (with bonus content and fewer bugs): https://www.gatsby.ucl.ac.uk/~gretton/coursefiles/CLeaR26_2.pdf
(1/2)
