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cs.LG2023
Towards Characterizing Domain Counterfactuals For Invertible Latent Causal Models
Zeyu Zhou, Ruqi Bai, Sean Kulinski +2
Answering counterfactual queries has important applications such as explainability, robustness, and fairness but is challenging when the causal variables are unobserved and the obs…
cs.LG2022★ 2 cited
Regenerative Particle Thompson Sampling
Zeyu Zhou, Bruce Hajek, Nakjung Choi +1
This paper proposes regenerative particle Thompson sampling (RPTS), a flexible variation of Thompson sampling. Thompson sampling itself is a Bayesian heuristic for solving stochast…
cs.LG2021
Iterative Alignment Flows
Zeyu Zhou, Ziyu Gong, Pradeep Ravikumar +1
The unsupervised task of aligning two or more distributions in a shared latent space has many applications including fair representations, batch effect mitigation, and unsupervised…