Shoulie Xie
4 papers · 2021–2026 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
Top co-authors
Research topics
Computer Vision
(3)
Deep Learning
(3)
Machine Learning
(3)
Core Methods
(2)
Processing
(2)
Mathematics & Optimization
(1)
Analysis
(1)
Architectures
(1)
Domain-Specific
(1)
Mathematics
(1)
Models
(1)
Optimization
(1)
Optimization & Theory · Deep Learning
(1)
Optimization & Theory · Machine Learning
(1)
Keywords
robust principal component analysis
(2)
rank estimation
(2)
matrix completion
(2)
singular value decomposition
(2)
gerschgorin disk theorem
(2)
low-rank matrix recovery
(2)
diffusion model
(1)
perceptual quality
(1)
defocus deblurring
(1)
neural network
(1)
neural network architecture
(1)
krylov iteration
(1)
image restoration
(1)
blur estimation
(1)
low-rank matrix
(1)
nuclear norm regularization
(1)
cur decomposition
(1)
Papers
Multi-Level Blur-Aware Stable Diffusion for Region-Adaptive Defocus Deblurring
AAAI 2026
LERE: Learning-Based Low-Rank Matrix Recovery with Rank Estimation
AAAI 2024
Efficient Robust Principal Component Analysis via Block Krylov Iteration and CUR Decomposition
CVPR 2023
Adaptive Rank Estimate in Robust Principal Component Analysis
CVPR 2021