no code implementations • 28 Feb 2023 • Sebastian Baudelet, Brieuc Frénais, Mathieu Laurière, Amal Machtalay, Yuchen Zhu
The first one is based on directly learning an optimal control.
no code implementations • 18 Jun 2022 • Yuchen Zhu, Limor Gultchin, Arthur Gretton, Matt Kusner, Ricardo Silva
We propose a kernel-based nonparametric estimator for the causal effect when the cause is corrupted by error.
2 code implementations • NeurIPS 2021 • Jean Kaddour, Yuchen Zhu, Qi Liu, Matt J. Kusner, Ricardo Silva
We address the estimation of conditional average treatment effects (CATEs) for structured treatments (e. g., graphs, images, texts).
2 code implementations • 10 May 2021 • Afsaneh Mastouri, Yuchen Zhu, Limor Gultchin, Anna Korba, Ricardo Silva, Matt J. Kusner, Arthur Gretton, Krikamol Muandet
In particular, we provide a unifying view of two-stage and moment restriction approaches for solving this problem in a nonlinear setting.
no code implementations • 8 Feb 2021 • Bruno Abrahao, Zheng Wang, Haider Ahmed, Yuchen Zhu
Model deficiency that results from incomplete training data is a form of structural blindness that leads to costly errors, oftentimes with high confidence.
1 code implementation • 24 Jun 2019 • François-Xavier Aubet, Dominic Danks, Yuchen Zhu
By training and evaluating EQuANt on SQuAD 2, we show that it is indeed possible to extend QANet to the unanswerable domain.