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Linear Algebra

480 directly classified papers

Papers per year

Papers

A Nearly-Optimal Bound for Fast Regression with $\ell_∞$ Guarantee ICML 2023
Fast Exact Leverage Score Sampling from Khatri-Rao Products with Applications to Tensor Decomposition NIPS 2023
The Fast Johnson-Lindenstrauss Transform Is Even Faster ICML 2023
Convex Geometry of ReLU-layers, Injectivity on the Ball and Local Reconstruction ICML 2023
Multi-View Independent Component Analysis with Shared and Individual Sources UAI 2023
Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing NIPS 2023
Structured BFGS Method for Optimal Doubly Stochastic Matrix Approximation AAAI 2023
Optimal Algorithms for the Inhomogeneous Spiked Wigner Model NIPS 2023
Many-body Approximation for Non-negative Tensors NIPS 2023
Structure of Nonlinear Node Embeddings in Stochastic Block Models AISTATS 2023
Efficient fair PCA for fair representation learning AISTATS 2023
EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory Forecasting ICCV 2023
Fast Projected Newton-like Method for Precision Matrix Estimation under Total Positivity NIPS 2023
Residual Alignment: Uncovering the Mechanisms of Residual Networks NIPS 2023
Efficient k-NN Search with Cross-Encoders using Adaptive Multi-Round CUR Decomposition EMNLP 2023
One-sided Matrix Completion from Two Observations Per Row ICML 2023
Complex-to-Real Sketches for Tensor Products with Applications to the Polynomial Kernel AISTATS 2023
PCA-based Multi-Task Learning: a Random Matrix Approach ICML 2023
Near-Optimal Weighted Matrix Completion JMLR 2023
Strivec: Sparse Tri-Vector Radiance Fields ICCV 2023
Convergence of Alternating Gradient Descent for Matrix Factorization NIPS 2023
Fast $(1+\varepsilon)$-Approximation Algorithms for Binary Matrix Factorization ICML 2023
Kissing to Find a Match: Efficient Low-Rank Permutation Representation NIPS 2023
The Power of Preconditioning in Overparameterized Low-Rank Matrix Sensing ICML 2023
On the rank of 2×2×2 probability tables PGM 2022