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On Local Linear Convergence of Projected Gradient Descent for Unit-Modulus Least Squares



Trung Vu , Raviv Raich , Xiao Fu

* 15 pages 

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On Finite-Sample Identifiability of Contrastive Learning-Based Nonlinear Independent Component Analysis



Qi Lyu , Xiao Fu

* Accepted to ICML 2022, 19 pages, 4 figures 

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Optimal Solutions for Joint Beamforming and Antenna Selection: From Branch and Bound to Machine Learning



Sagar Shrestha , Xiao Fu , Mingyi Hong


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Fast and Structured Block-Term Tensor Decomposition For Hyperspectral Unmixing



Meng Ding , Xiao Fu , Xi-Le Zhao


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Panoptic NeRF: 3D-to-2D Label Transfer for Panoptic Urban Scene Segmentation



Xiao Fu , Shangzhan Zhang , Tianrun Chen , Yichong Lu , Lanyun Zhu , Xiaowei Zhou , Andreas Geiger , Yiyi Liao

* Project page: https://fuxiao0719.github.io/projects/panopticnerf/ 

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Communication-Efficient Distributed Linear and Deep Generalized Canonical Correlation Analysis



Sagar Shrestha , Xiao Fu


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Memory-Efficient Convex Optimization for Self-Dictionary Separable Nonnegative Matrix Factorization: A Frank-Wolfe Approach



Tri Nguyen , Xiao Fu , Ruiyuan Wu


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Latent Correlation-Based Multiview Learning and Self-Supervision: A Unifying Perspective



Qi Lyu , Xiao Fu , Weiran Wang , Songtao Lu

* fixed some typos in the proofs 

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Identifiability-Guaranteed Simplex-Structured Post-Nonlinear Mixture Learning via Autoencoder



Qi Lyu , Xiao Fu


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Crowdsourcing via Annotator Co-occurrence Imputation and Provable Symmetric Nonnegative Matrix Factorization



Shahana Ibrahim , Xiao Fu

* To appear in ICML 2021 

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