singular value decomposition

TLoRA: Task-aware Low Rank Adaptation of Large Language Models ACL 2026 Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition CVPR 2025 Activation Subspaces for Out-of-Distribution Detection ICCV 2025 A Random Matrix Approach to Low-Multilinear-Rank Tensor Approximation JMLR 2025 Assessing Pre-Trained Models for Transfer Learning Through Distribution of Spectral Components AAAI 2025 Basis Sharing: Cross-Layer Parameter Sharing for Large Language Model Compression ICLR 2025 CLOVER: Cross-Layer Orthogonal Vectors Pruning ICML 2025 COKE: Core Kernel for More Efficient Approximation of Kernel Weights in Multiple Kernel Clustering ICML 2025 Data-Free Universal Attack by Exploiting the Intrinsic Vulnerability of Deep Models AAAI 2025 Delta Decompression for MoE-based LLMs Compression ICML 2025 DisLoRA: Task-specific Low-Rank Adaptation via Orthogonal Basis from Singular Value Decomposition EMNLP 2025 DiTASK: Multi-Task Fine-Tuning with Diffeomorphic Transformations CVPR 2025 Dobi-SVD: Differentiable SVD for LLM Compression and Some New Perspectives ICLR 2025 Dynamic Rank Adjustment in Diffusion Policies for Efficient and Flexible Training RSS 2025 Efficient Differentiable Approximation of Generalized Low-rank Regularization IJCAI 2025 Efficient Fine-Tuning of Large Models via Nested Low-Rank Adaptation ICCV 2025 FedPHA: Federated Prompt Learning for Heterogeneous Client Adaptation ICML 2025 FG-OrIU: Towards Better Forgetting via Feature-Gradient Orthogonality for Incremental Unlearning ICCV 2025 Fine-tuning with Reserved Majority for Noise Reduction ICLR 2025 GRASP: Replace Redundant Layers with Adaptive Singular Parameters for Efficient Model Compression EMNLP 2025 Guaranteed Prediction Sets for Functional Surrogate Models UAI 2025 Hierarchical-Task-Aware Multi-modal Mixture of Incremental LoRA Experts for Embodied Continual Learning ACL 2025 How does Labeling Error Impact Contrastive Learning? A Perspective from Data Dimensionality Reduction ICML 2025 ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs ACL 2025 Insightful Instance Features for 3D Instance Segmentation CVPR 2025