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Model Compression

1503 directly classified papers

Papers per year

Papers

SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning EMNLP 2025
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts EMNLP 2025
Does quantization affect models’ performance on long-context tasks? EMNLP 2025
DisLoRA: Task-specific Low-Rank Adaptation via Orthogonal Basis from Singular Value Decomposition EMNLP 2025
WAVE: Weight Templates for Adaptive Initialization of Variable-sized Models CVPR 2025
EA-Vit: Efficient Adaptation for Elastic Vision Transformer ICCV 2025
LiON-LoRA: Rethinking LoRA Fusion to Unify Controllable Spatial and Temporal Generation for Video Diffusion ICCV 2025
Binarized Neural Network for Multi-spectral Image Fusion CVPR 2025
MoST: Efficient Monarch Sparse Tuning for 3D Representation Learning CVPR 2025
Treasures in Discarded Weights for LLM Quantization AAAI 2025
One-Shot Knowledge Transfer for Scalable Person Re-Identification ICCV 2025
Pruning All-Rounder: Rethinking and Improving Inference Efficiency for Large Vision Language Models ICCV 2025
Feather the Throttle: Revisiting Visual Token Pruning for Vision-Language Model Acceleration ICCV 2025
BiLD: Bi-directional Logits Difference Loss for Large Language Model Distillation COLING 2025
MEGA: Memory-Efficient 4D Gaussian Splatting for Dynamic Scenes ICCV 2025
DRPruning: Efficient Large Language Model Pruning through Distributionally Robust Optimization ACL 2025
MSQ: Memory-Efficient Bit Sparsification Quantization ICCV 2025
Resource-Efficient Anonymization of Textual Data via Knowledge Distillation from Large Language Models COLING 2025
Accelerate 3D Object Detection Models via Zero-Shot Attention Key Pruning ICCV 2025
Pretraining Context Compressor for Large Language Models with Embedding-Based Memory ACL 2025
Robust Machine Unlearning for Quantized Neural Networks via Adaptive Gradient Reweighting with Similar Labels ICCV 2025
FLRC: Fine-grained Low-Rank Compressor for Efficient LLM Inference EMNLP 2025
StolenLoRA: Exploring LoRA Extraction Attacks via Synthetic Data ICCV 2025
RED-CT: A Systems Design Methodology for Using LLM-labeled Data to Train and Deploy Edge Linguistic Classifiers COLING 2025
ZipVL: Accelerating Vision-Language Models through Dynamic Token Sparsity ICCV 2025