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Papers
Multi-View Unsupervised Column Subset Selection via Combinatorial Search (Student Abstract)
AAAI 2025
Equivalence between Graph Spectral Clustering and Column Subset Selection (Student Abstract)
AAAI 2024
Graph Clustering Methods Derived from Column Subset Selection (Student Abstract)
AAAI 2024
Linear Time Approximation Algorithm for Column Subset Selection with Local Search
NeurIPS 2024
On Socially Fair Low-Rank Approximation and Column Subset Selection
NeurIPS 2024
CHEX: CHannel EXploration for CNN Model Compression
CVPR 2022
Generalized Leverage Scores: Geometric Interpretation and Applications
ICML 2022
Improved Guarantees and a Multiple-descent Curve for Column Subset Selection and the Nystrom Method (Extended Abstract)
IJCAI 2021
Streaming and Distributed Algorithms for Robust Column Subset Selection
ICML 2021
A determinantal point process for column subset selection
JMLR 2020
Improved guarantees and a multiple-descent curve for Column Subset Selection and the Nystrom method
NeurIPS 2020
Select to Better Learn: Fast and Accurate Deep Learning Using Data Selection From Nonlinear Manifolds
CVPR 2020
Average Case Column Subset Selection for Entrywise ℓ_1-Norm Loss
NeurIPS 2019
Optimal Analysis of Subset-Selection Based L_p Low-Rank Approximation
NeurIPS 2019
Towards a Zero-One Law for Column Subset Selection
NeurIPS 2019
Unsupervised Feature Selection by Pareto Optimization
AAAI 2019
Provably Correct Algorithms for Matrix Column Subset Selection with Selectively Sampled Data
JMLR 2018
Ridge Regression and Provable Deterministic Ridge Leverage Score Sampling
NeurIPS 2018
Polynomial time algorithms for dual volume sampling
NeurIPS 2017
Greedy Column Subset Selection: New Bounds and Distributed Algorithms
ICML 2016
An Explicit Sampling Dependent Spectral Error Bound for Column Subset Selection
ICML 2015
Column Selection via Adaptive Sampling
NeurIPS 2015
Column Subset Selection with Missing Data via Active Sampling
AISTATS 2015