1.
Scalable Financial Index Tracking with Graph Neural Networks
[429]
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2.
Accelerating Quadratic Transform and WMMSE
[381]
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3.
Globally Convergent Algorithms for Learning Multivariate Generaliz..
[373]
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4.
Weighted Sum-Rate Maximization for Multi-Hop RIS-Aided Multi-User ..
[364]
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5.
Vast Portfolio Selection With Submodular Norm Regularizations
[347]
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6.
Enhancing the Efficiency of WMMSE and FP for Beamforming by Minori..
[341]
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7.
Guaranteed Robust Large Precision Matrix Estimation Under t-Distri..
[328]
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8.
Accelerating Quadratic Transform and WMMSE
[320]
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9.
Efficient Sparse Reduced-Rank Regression With Covariance Estimatio..
[317]
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10.
Two-Way Sparse Reduced-Rank Regression via Scaled Gradient Descent..
[315]
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11.
Joint Transmit Waveforms and Receive Filters Design for Large-Scal..
[313]
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12.
Efficient Nonconvex Optimization for Two-way Sparse Reduced-Rank R..
[312]
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13.
Online Robust Reduced-Rank Regression
[310]
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14.
High-Dimensional Constrained Huber Regression
[301]
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15.
Distributed Sparse Covariance Matrix Estimation
[291]
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16.
A Novel Algorithm for GARCH Model Estimation
[278]
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17.
Accelerating Gradient Descent for Over-Parameterized Asymmetric Lo..
[269]
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18.
Large Covariance Matrix Estimation Based on Factor Models via Nonc..
[269]
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19.
Large Covariance Matrix Estimation with Oracle Statistical Rate
[265]
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20.
Joint Blind Deconvolution And Demixing Of Sparse Signals Via Facto..
[265]
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21.
Multi-Period Portfolio Optimization for Index Tracking in Finance
[248]
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22.
Large Covariance Matrix Estimation With Oracle Statistical Rate vi..
[224]
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23.
Joint Design of Transmit Waveforms and Receive Filters for MIMO Ra..
[222]
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24.
Designing Graph Neural Networks via Algorithm Unrolling
[219]
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25.
Sparse Reduced-Rank Regression with Adaptive Selection of Groups o..
[217]
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26.
Rate Maximizations for Reconfigurable Intelligent Surface-Aided Wi..
[215]
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27.
Joint Design of Transmit Waveforms and Receive Filters for MIMO Ra..
[214]
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28.
A Deep Learning-Aided Approach to Portfolio Design for Financial I..
[213]
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29.
Towards Understanding Graph Neural Networks: An Algorithm Unrollin..
[205]
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30.
Geometric Analysis of Non-Convex Optimization Landscapes for Robus..
[190]
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31.
Improved Stability Bounds for Graph Convolutional Neural Networks ..
[185]
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32.
Graph Neural Networks With Adaptive Structures
[178]
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33.
C-ISTA: Iterative Shrinkage-Thresholding Algorithm for Sparse Cova..
[175]
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34.
ASGNN: Graph Neural Networks with Adaptive Structure
[167]
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35.
Large Covariance Matrix Estimation for Groups of Highly Correlated..
[93]
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36.
A Joint Graph Signal and Laplacian Denoising Network
[75]
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37.
Sparse Blind Deconvolution and Demixing via Block Majorization-Min..
[75]
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38.
Sparse PCA with Oracle Rate in High Dimensions
[60]
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39.
Beyond Jensen’s Inequality: Speeding Up ML Estimation of Generali..
[56]
|
40.
Covariance Selection over Networks
[37]
|