model compression

Semantic Alignment and Reinforcement for Data-Free Quantization of Vision Transformers ICCV 2025 Sensitivity-Aware Efficient Fine-Tuning via Compact Dynamic-Rank Adaptation CVPR 2025 Sheaf Discovery with Joint Computation Graph Pruning and Flexible Granularity EMNLP 2025 ShortGPT: Layers in Large Language Models are More Redundant Than You Expect ACL 2025 ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers ICCV 2025 SiLQ: Simple Large Language Model Quantization-Aware Training IJCNLP 2025 Similarity-Guided Layer-Adaptive Vision Transformer for UAV Tracking CVPR 2025 Single Teacher, Multiple Perspectives: Teacher Knowledge Augmentation for Enhanced Knowledge Distillation ICLR 2025 Singular Value Scaling: Efficient Generative Model Compression via Pruned Weights Refinement AAAI 2025 Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch CVPR 2025 Skip-Thinking: Chunk-wise Chain-of-Thought Distillation Enable Smaller Language Models to Reason Better and Faster EMNLP 2025 Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping ICCV 2025 SLADE: Shielding against Dual Exploits in Large Vision-Language Models CVPR 2025 Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025 SLlama: Parameter-Efficient Language Model Architecture for Enhanced Linguistic Competence Under Strict Data Constraints EMNLP 2025 SLMRec: Distilling Large Language Models into Small for Sequential Recommendation ICLR 2025 SLoPe: Double-Pruned Sparse Plus Lazy Low-Rank Adapter Pretraining of LLMs ICLR 2025 Small Language Models in the Real World: Insights from Industrial Text Classification ACL 2025 Small Models Struggle to Learn from Strong Reasoners ACL 2025 SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion ICCV 2025 SMT: Fine-Tuning Large Language Models with Sparse Matrices ICLR 2025 SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device CVPR 2025 SOGS: Second-Order Anchor for Advanced 3D Gaussian Splatting CVPR 2025 SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025 Sparse Learning for State Space Models on Mobile ICLR 2025