low-rank approximation

PELA: Learning Parameter-Efficient Models with Low-Rank Approximation CVPR 2024 Pruning Large Language Models to Intra-module Low-rank Architecture with Transitional Activations ACL 2024 Robust SVD Made Easy: A fast and reliable algorithm for large-scale data analysis AISTATS 2024 SeTAR: Out-of-Distribution Detection with Selective Low-Rank Approximation NeurIPS 2024 Statistically Optimal K-means Clustering via Nonnegative Low-rank Semidefinite Programming ICLR 2024 StructComp: Substituting propagation with Structural Compression in Training Graph Contrastive Learning ICLR 2024 Structured flexibility in recurrent neural networks via neuromodulation NeurIPS 2024 Surgical Feature-Space Decomposition of LLMs: Why, When and How? ACL 2024 Training Binary Neural Networks via Gaussian Variational Inference and Low-Rank Semidefinite Programming NeurIPS 2024 A Fast Adaptive Randomized PCA Algorithm IJCAI 2023 Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework AAAI 2023 Block Low-Rank Preconditioner with Shared Basis for Stochastic Optimization NeurIPS 2023 Block Subsampled Randomized Hadamard Transform for Nyström Approximation on Distributed Architectures ICML 2023 Compressing Transformers: Features Are Low-Rank, but Weights Are Not! AAAI 2023 Dual Low-Rank Graph Autoencoder for Semantic and Topological Networks AAAI 2023 Dynamic Low-rank Estimation for Transformer-based Language Models EMNLP 2023 Efficient fair PCA for fair representation learning AISTATS 2023 Efficient Low-rank Backpropagation for Vision Transformer Adaptation NeurIPS 2023 Efficient Structure-preserving Support Tensor Train Machine JMLR 2023 EigenTrajectory: Low-Rank Descriptors for Multi-Modal Trajectory Forecasting ICCV 2023 Errors-in-variables Fr\'echet Regression with Low-rank Covariate Approximation NeurIPS 2023 Fast (1+ε)-Approximation Algorithms for Binary Matrix Factorization ICML 2023 Group SLOPE Penalized Low-Rank Tensor Regression JMLR 2023 Hardness of Low Rank Approximation of Entrywise Transformed Matrix Products NeurIPS 2023 HotProtein: A Novel Framework for Protein Thermostability Prediction and Editing ICLR 2023