Shaoan Xie

Southwest University of Science and Technology — China

Computer Science · Physical Sciences

10h-index7.8kcitations33works0.22yr avg
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Research Topics

Generative Adversarial Networks and Image Synthesis(10), Advanced Image Processing Techniques(6), Domain Adaptation and Few-Shot Learning(6), Blockchain Technology Applications and Security(4), Multimodal Machine Learning Applications(4)

Publications33 total

From Small to Large: In-Context Learning as a New Paradigm for Domain Generalization
International Journal of Computer Vision·2025
Learning by Analogy: A Causal Framework for Composition Generalization
arXiv (Cornell University)·2025Open Access
Beyond the Black Box: Identifiable Interpretation and Control in Generative Models via Causal Minimality
arXiv (Cornell University)·2025Open Access
IGDTM: Graph Embedding Neural Dynamic Topic Model with Mutual Information Enhancement
2025
Step-Aware Policy Optimization for Reasoning in Diffusion Large Language Models
arXiv (Cornell University)·2025Open Access
SmartCLIP: Modular Vision-language Alignment with Identification Guarantees
2025· 1 cited
Synergy Between Sufficient Changes and Sparse Mixing Procedure for Disentangled Representation Learning
arXiv (Cornell University)·2025Open Access
Controllable Video Generation with Provable Disentanglement
arXiv (Cornell University)·2025Open Access
Emerging Synergies in Causality and Deep Generative Models: A Survey
IEEE Transactions on Artificial Intelligence·2025
ERCcR: A Clustering Topic Model Integrating Statistical and Semantic Features for Enhanced Topic Representation
2024
Causal Representation Learning from Multiple Distributions: A General Setting
arXiv (Cornell University)·2024· 1 citedOpen Access
DreamInpainter: Text-Guided Subject-Driven Image Inpainting with Diffusion Models
arXiv (Cornell University)·2023· 2 citedOpen Access
Semi-Implicit Denoising Diffusion Models (SIDDMs)
PubMed·2023· 3 citedOpen Access
Partial Identifiability for Domain Adaptation
arXiv (Cornell University)·2023· 1 citedOpen Access
Advancing Counterfactual Inference through Nonlinear Quantile Regression
arXiv (Cornell University)·2023Open Access
Unpaired Image-to-Image Translation with Shortest Path Regularization
2023· 36 cited
SmartBrush: Text and Shape Guided Object Inpainting with Diffusion Model
2023· 180 cited
SmartBrush: Text and Shape Guided Object Inpainting with Diffusion Model
arXiv (Cornell University)·2022· 6 citedOpen Access
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation
arXiv (Cornell University)·2022· 1 citedOpen Access
Maximum Spatial Perturbation Consistency for Unpaired Image-to-Image Translation
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)·2022· 24 cited
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Frequent Co-authors

Kun Zhang(11), Mingming Gong(9), Yanwu Xu(8), Guangyi Chen(7), Zibin Zheng(6), Kayhan Batmanghelich(6), Lingjing Kong(5), Hong‐Ning Dai(4), Yujia Zheng(4), Xiangping Chen(3), Kun Zhang(3), Eric P. Xing(3), Biwei Huang(3), Huaimin Wang(2), Weili Chen(2), Muhammad Imran(2), Chuan Chen(2), Zhe Lin(2), Tobias Hinz(2), Matthew Ragoza(2)