model compression

V.I.P. : Iterative Online Preference Distillation for Efficient Video Diffusion Models ICCV 2025 Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective AAAI 2025 ViT-Linearizer: Distilling Quadratic Knowledge into Linear-Time Vision Models ICCV 2025 VL2Lite: Task-Specific Knowledge Distillation from Large Vision-Language Models to Lightweight Networks CVPR 2025 VLDrive: Vision-Augmented Lightweight MLLMs for Efficient Language-grounded Autonomous Driving ICCV 2025 VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service ACL 2025 VLsI: Verbalized Layers-to-Interactions from Large to Small Vision Language Models CVPR 2025 VLTP: Vision-Language Guided Token Pruning for Task-Oriented Segmentation WACV 2025 VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers AAAI 2025 VRM: Knowledge Distillation via Virtual Relation Matching ICCV 2025 Walk and Read Less: Improving the Efficiency of Vision-and-Language Navigation via Tuning-Free Multimodal Token Pruning EMNLP 2025 WAVE: Weight Templates for Adaptive Initialization of Variable-sized Models CVPR 2025 Weight-Aware Activation Sparsity with Constrained Bayesian Optimization Scheduling for Large Language Models EMNLP 2025 Weight Copy and Low-Rank Adaptation for Few-Shot Distillation of Vision Transformers WACV 2025 What Makes a Good Dataset for Knowledge Distillation? CVPR 2025 What to Distill? Fast Knowledge Distillation with Adaptive Sampling ICCV 2025 When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs EMNLP 2025 When Every Token Counts: Optimal Segmentation for Low-Resource Language Models COLING 2025 Where and How to Enhance: Discovering Bit-Width Contribution for Mixed Precision Quantization IJCAI 2025 WINS: Winograd Structured Pruning for Fast Winograd Convolution ICCV 2025 Word Salad Chopper: Reasoning Models Waste A Ton Of Decoding Budget On Useless Repetitions, Self-Knowingly EMNLP 2025 W-PCA Based Gradient-Free Proxy for Efficient Search of Lightweight Language Models ICLR 2025 XQuant: Achieving Ultra-Low Bit KV Cache Quantization with Cross-Layer Compression EMNLP 2025 YOLO-RD: Introducing Relevant and Compact Explicit Knowledge to YOLO by Retriever-Dictionary ICLR 2025 You Only Prune Once: Designing Calibration-Free Model Compression With Policy Learning ICLR 2025