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- Dalian University of TechnologyCN203 papers
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- Chinese Academy of SciencesCN14 papers
- Liaoning Normal UniversityCN10 papers
- Institute of Theoretical PhysicsCN9 papers
- Northeast Normal UniversityCN9 papers
- Kavli Institute for Theoretical SciencesCN7 papers
- National University of SingaporeSG7 papers
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15 papers · 1 filter
A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI
Risheng Liu, Yuxi Zhang, Shichao Cheng +2
Magnetic Resonance Imaging (MRI) is one of the most dynamic and safe imaging techniques available for clinical applications. However, the rather slow speed of MRI acquisitions limi…
Generalization Bounds for Vicinal Risk Minimization Principle
Chao Zhang, Min-Hsiu Hsieh, Dacheng Tao
The vicinal risk minimization (VRM) principle, first proposed by \citet{vapnik1999nature}, is an empirical risk minimization (ERM) variant that replaces Dirac masses with vicinal f…
-reducible handle additions
Han Lou, Mingxing Zhang
Let be a simple 3-manifold, and be a component of of genus at least 2. Let and be separating slopes on . Let (resp. ) be the manifold o…
Bridging Semantic Gaps between Natural Languages and APIs with Word Embedding
Xiaochen Li, He Jiang, Yasutaka Kamei +1
Developers increasingly rely on text matching tools to analyze the relation between natural language words and APIs. However, semantic gaps, namely textual mismatches between words…
Small-Deviation Inequalities for Sums of Random Matrices
Xianjie Gao, Chao Zhang, Hongwei Zhang
Random matrices have played an important role in many fields including machine learning, quantum information theory and optimization. One of the main research focuses is on the dev…
Learning Collaborative Generation Correction Modules for Blind Image Deblurring and Beyond
Risheng Liu, Yi He, Shichao Cheng +2
Blind image deblurring plays a very important role in many vision and multimedia applications. Most existing works tend to introduce complex priors to estimate the sharp image stru…