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Papers
Inductive Matrix Completion: No Bad Local Minima and a Fast Algorithm
ICML 2022
KoPA: Automated Kronecker Product Approximation
JMLR 2022
Matrix Completion with Covariate Information and Informative Missingness
JMLR 2022
Nonconvex Matrix Completion with Linearly Parameterized Factors
JMLR 2022
One for All: Simultaneous Metric and Preference Learning over Multiple Users
NeurIPS 2022
On Low-rank Trace Regression under General Sampling Distribution
JMLR 2022
Predicting Long-Term Citations from Short-Term Linguistic Influence
EMNLP 2022
Accelerating Ill-Conditioned Low-Rank Matrix Estimation via Scaled Gradient Descent
JMLR 2021
Learning Treatment Effects in Panels with General Intervention Patterns
NeurIPS 2021
Low-Rank Generalized Linear Bandit Problems
AISTATS 2021
Matrix Completion with Model-free Weighting
ICML 2021
Near-Optimal Entrywise Anomaly Detection for Low-Rank Matrices with Sub-Exponential Noise
ICML 2021
Optimal Gradient-based Algorithms for Non-concave Bandit Optimization
NeurIPS 2021
Principal Subspace Estimation Under Information Diffusion
AISTATS 2021
The Bethe and Sinkhorn Permanents of Low Rank Matrices and Implications for Profile Maximum Likelihood
COLT 2021
Unique sparse decomposition of low rank matrices
NeurIPS 2021
Accelerated Factored Gradient Descent for Low-Rank Matrix Factorization
AISTATS 2020
A novel variational form of the Schatten-p quasi-norm
NeurIPS 2020
Fast Exact Matrix Completion: A Unified Optimization Framework for Matrix Completion
JMLR 2020
Latent Simplex Position Model: High Dimensional Multi-view Clustering with Uncertainty Quantification
JMLR 2020
Linear-Sample Learning of Low-Rank Distributions
NeurIPS 2020
Matrix Completion with Hierarchical Graph Side Information
NeurIPS 2020
Multichannel Color Image Denoising via Weighted Schatten p-norm Minimization
IJCAI 2020
On the Convergence of Stochastic Gradient Descent with Low-Rank Projections for Convex Low-Rank Matrix Problems
COLT 2020
Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning
AAAI 2020