singular value decomposition

Enhancing In-Context Learning Performance with just SVD-Based Weight Pruning: A Theoretical Perspective NeurIPS 2024 Enhancing Translation Ability of Large Language Models by Leveraging Task-Related Layers COLING 2024 Entrywise error bounds for low-rank approximations of kernel matrices NeurIPS 2024 Estimation of the Order of Non-Parametric Hidden Markov Models using the Singular Values of an Integral Operator JMLR 2024 Ethos: Rectifying Language Models in Orthogonal Parameter Space NAACL 2024 Generalized Tensor Decomposition for Understanding Multi-Output Regression under Combinatorial Shifts NeurIPS 2024 Harnessing the Power of SVD: An SVA Module for Enhanced Signal Classification AAAI 2024 HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion Models CVPR 2024 Interpretability Illusions in the Generalization of Simplified Models ICML 2024 Low-Rank Rescaled Vision Transformer Fine-Tuning: A Residual Design Approach CVPR 2024 LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network AAAI 2024 Memory-Efficient LLM Training with Online Subspace Descent NeurIPS 2024 On Differentially Private Subspace Estimation in a Distribution-Free Setting NeurIPS 2024 On Sampling Strategies for Spectral Model Sharding NeurIPS 2024 Operator SVD with Neural Networks via Nested Low-Rank Approximation ICML 2024 Panacea: Pareto Alignment via Preference Adaptation for LLMs NeurIPS 2024 PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models NeurIPS 2024 Prompt Gradient Projection for Continual Learning ICLR 2024 Robust SVD Made Easy: A fast and reliable algorithm for large-scale data analysis AISTATS 2024 Safeguarding Fraud Detection from Attacks: A Robust Graph Learning Approach IJCAI 2024 Self-Attention through Kernel-Eigen Pair Sparse Variational Gaussian Processes ICML 2024 Spectral Adapter: Fine-Tuning in Spectral Space NeurIPS 2024 Spectral Filters, Dark Signals, and Attention Sinks ACL 2024 SVD-AE: Simple Autoencoders for Collaborative Filtering IJCAI 2024 SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors NeurIPS 2024