Xie, Shaoan

16 publications

AISTATS 2025 Causal Representation Learning from General Environments Under Nonparametric Mixing Ignavier Ng, Shaoan Xie, Xinshuai Dong, Peter Spirtes, Kun Zhang

ICML 2025 Learning Vision and Language Concepts for Controllable Image Generation Shaoan Xie, Lingjing Kong, Yujia Zheng, Zeyu Tang, Eric Xing, Guangyi Chen, Kun Zhang

ICML 2025 Nonparametric Identification of Latent Concepts Yujia Zheng, Shaoan Xie, Kun Zhang

CVPR 2025 SmartCLIP: Modular Vision-Language Alignment with Identification Guarantees Shaoan Xie, Lingjing Lingjing, Yujia Zheng, Yu Yao, Zeyu Tang, Eric P. Xing, Guangyi Chen, Kun Zhang

ICLR 2025 Synergy Between Sufficient Changes and Sparse Mixing Procedure for Disentangled Representation Learning Zijian Li, Shunxing Fan, Yujia Zheng, Ignavier Ng, Shaoan Xie, Guangyi Chen, Xinshuai Dong, Ruichu Cai, Kun Zhang

ICML 2024 Causal Representation Learning from Multiple Distributions: A General Setting Kun Zhang, Shaoan Xie, Ignavier Ng, Yujia Zheng

NeurIPSW 2024 Provably Learning Concepts by Comparison Yujia Zheng, Shaoan Xie, Kun Zhang

ICLR 2023 Multi-Domain Image Generation and Translation with Identifiability Guarantees Shaoan Xie, Lingjing Kong, Mingming Gong, Kun Zhang

NeurIPS 2023 Semi-Implicit Denoising Diffusion Models (SIDDMs) Yanwu Xu, Mingming Gong, Shaoan Xie, Wei Wei, Matthias Grundmann, Kayhan Batmanghelich, Tingbo Hou

CVPR 2023 SmartBrush: Text and Shape Guided Object Inpainting with Diffusion Model Shaoan Xie, Zhifei Zhang, Zhe Lin, Tobias Hinz, Kun Zhang

CVPR 2023 Unpaired Image-to-Image Translation with Shortest Path Regularization Shaoan Xie, Yanwu Xu, Mingming Gong, Kun Zhang

CVPR 2022 Maximum Spatial Perturbation Consistency for Unpaired Image-to-Image Translation Yanwu Xu, Shaoan Xie, Wenhao Wu, Kun Zhang, Mingming Gong, Kayhan Batmanghelich

ICML 2022 Partial Disentanglement for Domain Adaptation Lingjing Kong, Shaoan Xie, Weiran Yao, Yujia Zheng, Guangyi Chen, Petar Stojanov, Victor Akinwande, Kun Zhang

NeurIPS 2022 Unsupervised Image-to-Image Translation with Density Changing Regularization Shaoan Xie, Qirong Ho, Kun Zhang

ICCV 2021 Unaligned Image-to-Image Translation by Learning to Reweight Shaoan Xie, Mingming Gong, Yanwu Xu, Kun Zhang

ICML 2018 Learning Semantic Representations for Unsupervised Domain Adaptation Shaoan Xie, Zibin Zheng, Liang Chen, Chuan Chen