Cover Image

Plug-and-Play 1.x-Bit KV Cache Quantization for Video Large Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tao, Keda, You, Haoxuan, Sui, Yang, Qin, Can, Wang, Huan
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models
by: Tao, Keda, et al.
Published: (2024)

HoliTom: Holistic Token Merging for Fast Video Large Language Models
by: Shao, Kele, et al.
Published: (2025)

A Survey of Token Compression for Efficient Multimodal Large Language Models
by: Shao, Kele, et al.
Published: (2025)

CalibQuant: 1-Bit KV Cache Quantization for Multimodal LLMs
by: Han, Insu, et al.
Published: (2025)

Forcing-KV: Hybrid KV Cache Compression for Efficient Autoregressive Video Diffusion Models
by: Ji, Yicheng, et al.
Published: (2026)

Don't Waste Bits! Adaptive KV-Cache Quantization for Lightweight On-Device LLMs
by: Boroujeni, Sayed Pedram Haeri, et al.
Published: (2026)

Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models
by: Liu, Xuyang, et al.
Published: (2025)

OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models
by: Tao, Keda, et al.
Published: (2025)

StreamingTOM: Streaming Token Compression for Efficient Video Understanding
by: Chen, Xueyi, et al.
Published: (2025)

Decouple and Cache: KV Cache Construction for Streaming Video Understanding
by: Pang, Zhanzhong, et al.
Published: (2026)

Streaming Video Question-Answering with In-context Video KV-Cache Retrieval
by: Di, Shangzhe, et al.
Published: (2025)

Enhanced Motion Forecasting with Plug-and-Play Multimodal Large Language Models
by: Luo, Katie, et al.
Published: (2025)

BitsFusion: 1.99 bits Weight Quantization of Diffusion Model
by: Sui, Yang, et al.
Published: (2024)

Active Perception Agent for Omnimodal Audio-Video Understanding
by: Tao, Keda, et al.
Published: (2025)

Is Oracle Pruning the True Oracle?
by: Feng, Sicheng, et al.
Published: (2024)

Plug-and-Play Versatile Compressed Video Enhancement
by: Zeng, Huimin, et al.
Published: (2025)

Breaking Modality Heterogeneity in Low-Bit Quantization for Large Vision-Language Models
by: Zhong, Yi, et al.
Published: (2026)

Plug-and-Play Grounding of Reasoning in Multimodal Large Language Models
by: Chen, Jiaxing, et al.
Published: (2024)

Poison as Cure: Visual Noise for Mitigating Object Hallucinations in LVMs
by: Zhang, Kejia, et al.
Published: (2025)

StreamKV: Streaming Video Question-Answering with Segment-based KV Cache Retrieval and Compression
by: Chen, Yilong, et al.
Published: (2025)

MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models
by: Feng, Weilun, et al.
Published: (2024)

Interactive Text-to-Image Retrieval with Large Language Models: A Plug-and-Play Approach
by: Lee, Saehyung, et al.
Published: (2024)

ConvRot: Rotation-Based Plug-and-Play 4-bit Quantization for Diffusion Transformers
by: Huang, Feice, et al.
Published: (2025)

Global Compression Commander: Plug-and-Play Inference Acceleration for High-Resolution Large Vision-Language Models
by: Liu, Xuyang, et al.
Published: (2025)

AirCache: Activating Inter-modal Relevancy KV Cache Compression for Efficient Large Vision-Language Model Inference
by: Huang, Kai, et al.
Published: (2025)

Mixing Importance with Diversity: Joint Optimization for KV Cache Compression in Large Vision-Language Models
by: Liu, Xuyang, et al.
Published: (2025)

FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models
by: Li, Senmao, et al.
Published: (2025)

Head-Aware KV Cache Compression for Efficient Visual Autoregressive Modeling
by: Qin, Ziran, et al.
Published: (2025)

WindowQuant: Mixed-Precision KV Cache Quantization based on Window-Level Similarity for VLMs Inference Optimization
by: Tao, Wei, et al.
Published: (2026)

Stand-In: A Lightweight and Plug-and-Play Identity Control for Video Generation
by: Xue, Bowen, et al.
Published: (2025)

Cross-Self KV Cache Pruning for Efficient Vision-Language Inference
by: Pei, Xiaohuan, et al.
Published: (2024)

AMS-KV: Adaptive KV Caching in Multi-Scale Visual Autoregressive Transformers
by: Xu, Boxun, et al.
Published: (2025)

Past- and Future-Informed KV Cache Policy with Salience Estimation in Autoregressive Video Diffusion
by: Chen, Hanmo, et al.
Published: (2026)

AdaFocus: Adaptive Relevance-Diversity Sampling with Zero-Cache Look-back for Efficient Long Video Understanding
by: Yang, Xiao, et al.
Published: (2026)

Flash-VAED: Plug-and-Play VAE Decoders for Efficient Video Generation
by: Zhu, Lunjie, et al.
Published: (2026)

QuantCache: Adaptive Importance-Guided Quantization with Hierarchical Latent and Layer Caching for Video Generation
by: Wu, Junyi, et al.
Published: (2025)

MuKV: Multi-Grained KV Cache Compression for Long Streaming Video Question-Answering
by: Xiao, Junbin, et al.
Published: (2026)

Plug-and-Play Diffusion Distillation
by: Hsiao, Yi-Ting, et al.
Published: (2024)

Text-to-Image Rectified Flow as Plug-and-Play Priors
by: Yang, Xiaofeng, et al.
Published: (2024)

Plug-and-Play Logit Fusion for Heterogeneous Pathology Foundation Models
by: Huang, Gexin, et al.
Published: (2026)