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A Generic Descent Aggregation Framework for Gradient-based Bi-level Optimization

Feb 16, 2021
Risheng Liu, Pan Mu, Xiaoming Yuan, Shangzhi Zeng, Jin Zhang

* 16 pages 

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Learning Optimization-inspired Image Propagation with Control Mechanisms and Architecture Augmentations for Low-level Vision

Dec 10, 2020
Risheng Liu, Zhu Liu, Pan Mu, Zhouchen Lin, Xin Fan, Zhongxuan Luo

* 15 pages 

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A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton

Jul 02, 2020
Risheng Liu, Pan Mu, Xiaoming Yuan, Shangzhi Zeng, Jin Zhang

* Accepted at ICML 2020 

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Investigating Task-driven Latent Feasibility for Nonconvex Image Modeling

Oct 18, 2019
Risheng Liu, Pan Mu, Jian Chen, Xin Fan, Zhongxuan Luo

* 11 pages 

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On the Convergence of ADMM with Task Adaption and Beyond

Sep 24, 2019
Risheng Liu, Pan Mu, Jin Zhang


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