Cover Image

AMS-KV: Adaptive KV Caching in Multi-Scale Visual Autoregressive Transformers

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Boxun, Wang, Yu, Wang, Zihu, Li, Peng
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

VEGAS: Mitigating Hallucinations in Large Vision-Language Models via Vision-Encoder Attention Guided Adaptive Steering
by: Wang, Zihu, et al.
Published: (2025)

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

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

HeatKV: Head-tuned KV-cache Compression for Visual Autoregressive Modeling
by: Cederlund, Jonathan, et al.
Published: (2026)

PrefixKV: Adaptive Prefix KV Cache is What Vision Instruction-Following Models Need for Efficient Generation
by: Wang, Ao, et al.
Published: (2024)

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

Future Forcing: Future-aware Training-free KV Cache Policy for Autoregressive Video Generation
by: Luo, Jiayi, et al.
Published: (2026)

PackCache: A Training-Free Acceleration Method for Unified Autoregressive Video Generation via Compact KV-Cache
by: Li, Kunyang, et al.
Published: (2026)

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

VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion
by: Yesiltepe, Hidir, et al.
Published: (2026)

AccKV: Towards Efficient Audio-Video LLMs Inference via Adaptive-Focusing and Cross-Calibration KV Cache Optimization
by: Jiang, Zhonghua, et al.
Published: (2025)

Decouple and Cache: KV Cache Construction for Streaming Video Understanding
by: Pang, Zhanzhong, 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)

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

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

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

STaR-KV: Spatio-Temporal Adaptive Re-weighting for KV Cache Compression in GUI Vision-Language Models
by: Han, Yuhang, et al.
Published: (2026)

FastOCR: Dynamic Visual Fixation via KV Cache Pruning for Efficient Document Parsing
by: Tang, Zihan, et al.
Published: (2026)

LagKV: Lag-Relative Information of the KV Cache Tells Which Tokens Are Important
by: Liang, Manlai, et al.
Published: (2025)

XStreamVGGT: Extremely Memory-Efficient Streaming Vision Geometry Grounded Transformer with KV Cache Compression
by: Su, Zunhai, et al.
Published: (2026)

XStreamVGGT: Extremely Memory-Efficient Streaming Vision Geometry Grounded Transformer with KV Cache Compression
by: Su, Zunhai, et al.
Published: (2026)

KV-Efficient VLA: A Method to Speed up Vision Language Models with RNN-Gated Chunked KV Cache
by: Xu, Wanshun, et al.
Published: (2025)

LOOK-M: Look-Once Optimization in KV Cache for Efficient Multimodal Long-Context Inference
by: Wan, Zhongwei, et al.
Published: (2024)

PruneHal: Reducing Hallucinations in Multi-modal Large Language Models through Adaptive KV Cache Pruning
by: Sun, Fengyuan, et al.
Published: (2025)

Revisiting Multimodal KV Cache Compression: A Frequency-Domain-Guided Outlier-KV-Aware Approach
by: Yang, Yaoxin, et al.
Published: (2025)

KVPO: ODE-Native GRPO for Autoregressive Video Alignment via KV Semantic Exploration
by: Zhang, Ruicheng, et al.
Published: (2026)

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

UHD Image Dehazing via anDehazeFormer with Atmospheric-aware KV Cache
by: Wang, Pu, et al.
Published: (2025)

Going Down Memory Lane: Scaling Tokens for Video Stream Understanding with Dynamic KV-Cache Memory
by: Agarwal, Vatsal, et al.
Published: (2026)

Plug-and-Play 1.x-Bit KV Cache Quantization for Video Large Language Models
by: Tao, Keda, et al.
Published: (2025)

TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text
by: Lu, Songshuo, et al.
Published: (2024)

Efficient Long-Horizon GUI Agents via Training-Free KV Cache Compression
by: Zhou, Bowen, et al.
Published: (2026)

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

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

LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval
by: Ning, Zhenyu, et al.
Published: (2025)

KV-Tracker: Real-Time Pose Tracking with Transformers
by: Taher, Marwan, et al.
Published: (2025)

Make Your LVLM KV Cache More Lightweight
by: Chen, Xihao, et al.
Published: (2026)

Pyramid Forcing: Head-Aware Pyramid KV Cache Policy for High-Quality Long Video Generation
by: Chen, Jiayu, et al.
Published: (2026)

LightVLM: Acceleraing Large Multimodal Models with Pyramid Token Merging and KV Cache Compression
by: Hu, Lianyu, 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)