| 2025 | AISTATS | Density Ratio-based Proxy Causal Learning Without Density Ratios. | Bariscan Bozkurt, Ben Deaner, Dimitri Meunier, Liyuan Xu, Arthur Gretton |
| 2025 | AISTATS | Kernel Single Proxy Control for Deterministic Confounding. | Liyuan Xu, Arthur Gretton |
| 2023 | ICLR | A Neural Mean Embedding Approach for Back-door and Front-door Adjustment. | Liyuan Xu, Arthur Gretton |
| 2022 | AISTATS | Pairwise Supervision Can Provably Elicit a Decision Boundary. | Han Bao, Takuya Shimada, Liyuan Xu, Issei Sato, Masashi Sugiyama |
| 2022 | ICML | Importance Weighted Kernel Bayes' Rule. | Liyuan Xu, Yutian Chen, Arnaud Doucet, Arthur Gretton |
| 2021 | ICLR | Learning Deep Features in Instrumental Variable Regression. | Liyuan Xu, Yutian Chen, Siddarth Srinivasan, Nando de Freitas, Arnaud Doucet, Arthur Gretton |
| 2019 | AAAI | Dueling Bandits with Qualitative Feedback. | Liyuan Xu, Junya Honda, Masashi Sugiyama |
| 2018 | AISTATS | A fully adaptive algorithm for pure exploration in linear bandits. | Liyuan Xu, Junya Honda, Masashi Sugiyama |
| 2018 | ICTAI | A Combined Neural and Genetic Algorithm Model for Data Center Temperature Control. | Weiping Yu, Zhaoguo Wang, Yibo Xue, Lingxu Guo, Liyuan Xu |
| 2015 | UIC | CRLB for TOA Based Near-Ground Swarm Robotic Localization. | Zhishuai Han, Jie He, Yishuang Geng, Cheng Xu, Liyuan Xu, Shihong Duan |