Enhancing Large Multimodal Models with Adaptive Sparsity and KV Cache Compression
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Te, Li, Yuheng, Wang, Junxiang, Li, Lujun |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CommonKV: Compressing KV Cache with Cross-layer Parameter Sharing
by: Wang, Yixuan, et al.
Published: (2025)
by: Wang, Yixuan, et al.
Published: (2025)
Hierarchical Adaptive Eviction for KV Cache Management in Multimodal Language Models
by: Ma, Xindian, et al.
Published: (2026)
by: Ma, Xindian, et al.
Published: (2026)
ALISA: Accelerating Large Language Model Inference via Sparsity-Aware KV Caching
by: Zhao, Youpeng, et al.
Published: (2024)
by: Zhao, Youpeng, et al.
Published: (2024)
The Pitfalls of KV Cache Compression
by: Chen, Alex, et al.
Published: (2025)
by: Chen, Alex, et al.
Published: (2025)
SmallKV: Small Model Assisted Compensation of KV Cache Compression for Efficient LLM Inference
by: Zhao, Yi, et al.
Published: (2025)
by: Zhao, Yi, et al.
Published: (2025)
ClusterKV: Manipulating LLM KV Cache in Semantic Space for Recallable Compression
by: Liu, Guangda, et al.
Published: (2024)
by: Liu, Guangda, et al.
Published: (2024)
MiniCache: KV Cache Compression in Depth Dimension for Large Language Models
by: Liu, Akide, et al.
Published: (2024)
by: Liu, Akide, et al.
Published: (2024)
MadaKV: Adaptive Modality-Perception KV Cache Eviction for Efficient Multimodal Long-Context Inference
by: Li, Kunxi, et al.
Published: (2025)
by: Li, Kunxi, et al.
Published: (2025)
ReCalKV: Low-Rank KV Cache Compression via Head Reordering and Offline Calibration
by: Yan, Xianglong, et al.
Published: (2025)
by: Yan, Xianglong, et al.
Published: (2025)
ReasonCache: Accelerating Large Reasoning Model Serving through KV Cache Sharing
by: Chen, Kaiwen, et al.
Published: (2025)
by: Chen, Kaiwen, et al.
Published: (2025)
Palu: Compressing KV-Cache with Low-Rank Projection
by: Chang, Chi-Chih, et al.
Published: (2024)
by: Chang, Chi-Chih, et al.
Published: (2024)
Hurwitz Quaternion Multiplicative Quantization for KV Cache Compression
by: Swain, Kabir, et al.
Published: (2026)
by: Swain, Kabir, et al.
Published: (2026)
KVSculpt: KV Cache Compression as Distillation
by: Jiang, Bo, et al.
Published: (2026)
by: Jiang, Bo, et al.
Published: (2026)
SparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning
by: Liao, Huanxuan, et al.
Published: (2025)
by: Liao, Huanxuan, et al.
Published: (2025)
One Size Does Not Fit All: Token-Wise Adaptive Compression for KV Cache
by: Lu, Liming, et al.
Published: (2026)
by: Lu, Liming, et al.
Published: (2026)
KV Packet: Recomputation-Free Context-Independent KV Caching for LLMs
by: Chen, Chuangtao, et al.
Published: (2026)
by: Chen, Chuangtao, et al.
Published: (2026)
CompilerKV: Risk-Adaptive KV Compression via Offline Experience Compilation
by: Yang, Ning, et al.
Published: (2026)
by: Yang, Ning, et al.
Published: (2026)
Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference
by: Dong, Harry, et al.
Published: (2024)
by: Dong, Harry, et al.
Published: (2024)
KeepKV: Achieving Periodic Lossless KV Cache Compression for Efficient LLM Inference
by: Tian, Yuxuan, et al.
Published: (2025)
by: Tian, Yuxuan, et al.
Published: (2025)
RetentiveKV: State-Space Memory for Uncertainty-Aware Multimodal KV Cache Eviction
by: Liu, Sihao, et al.
Published: (2026)
by: Liu, Sihao, et al.
Published: (2026)
EVICPRESS: Joint KV-Cache Compression and Eviction for Efficient LLM Serving
by: Feng, Shaoting, et al.
Published: (2025)
by: Feng, Shaoting, et al.
Published: (2025)
RAP: KV-Cache Compression via RoPE-Aligned Pruning
by: Xin, Jihao, et al.
Published: (2026)
by: Xin, Jihao, et al.
Published: (2026)
OjaKV: Context-Aware Online Low-Rank KV Cache Compression
by: Zhu, Yuxuan, et al.
Published: (2025)
by: Zhu, Yuxuan, et al.
Published: (2025)
How Much Cache Does Reasoning Need? Depth-Cache Tradeoffs in KV-Compressed Transformers
by: Wang, Xiao
Published: (2026)
by: Wang, Xiao
Published: (2026)
When Does Value-Aware KV Eviction Help? A Fixed-Contract Diagnostic for Non-Monotone Cache Compression
by: Zhang, Ruijie, et al.
Published: (2026)
by: Zhang, Ruijie, et al.
Published: (2026)
Quantization Dominates Rank Reduction for KV-Cache Compression
by: Salfati, Samuel
Published: (2026)
by: Salfati, Samuel
Published: (2026)
Revisiting Multimodal KV Cache Compression: A Frequency-Domain-Guided Outlier-KV-Aware Approach
by: Yang, Yaoxin, et al.
Published: (2025)
by: Yang, Yaoxin, et al.
Published: (2025)
LouisKV: Efficient KV Cache Retrieval for Long Input-Output Sequences
by: Wu, Wenbo, et al.
Published: (2025)
by: Wu, Wenbo, et al.
Published: (2025)
ManifoldKV: Training-Free KV Cache Compression via Euclidean Outlier Detection
by: Datta, Debajyoti, et al.
Published: (2026)
by: Datta, Debajyoti, et al.
Published: (2026)
EliteKV: Scalable KV Cache Compression via RoPE Frequency Selection and Joint Low-Rank Projection
by: Zhou, Yuhao, et al.
Published: (2025)
by: Zhou, Yuhao, et al.
Published: (2025)
CoKV: Optimizing KV Cache Allocation via Cooperative Game
by: Sun, Qiheng, et al.
Published: (2025)
by: Sun, Qiheng, et al.
Published: (2025)
LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models
by: Shi, Dachuan, et al.
Published: (2025)
by: Shi, Dachuan, et al.
Published: (2025)
Large Language Model Compression with Global Rank and Sparsity Optimization
by: Zhou, Changhai, et al.
Published: (2025)
by: Zhou, Changhai, et al.
Published: (2025)
Stochastic KV Routing: Enabling Adaptive Depth-Wise Cache Sharing
by: Filippova, Anastasiia, et al.
Published: (2026)
by: Filippova, Anastasiia, et al.
Published: (2026)
CONF-KV: Confidence-Aware KV Cache Eviction with Mixed-Precision Storage for Long-Horizon LLM
by: Li, Yubo, et al.
Published: (2026)
by: Li, Yubo, et al.
Published: (2026)
RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations
by: Su, Zunhai, et al.
Published: (2025)
by: Su, Zunhai, et al.
Published: (2025)
TurboAngle: Near-Lossless KV Cache Compression via Uniform Angle Quantization
by: Patel, Dipkumar
Published: (2026)
by: Patel, Dipkumar
Published: (2026)
LoRC: Low-Rank Compression for LLMs KV Cache with a Progressive Compression Strategy
by: Zhang, Rongzhi, et al.
Published: (2024)
by: Zhang, Rongzhi, et al.
Published: (2024)
KVzap: Fast, Adaptive, and Faithful KV Cache Pruning
by: Jegou, Simon, et al.
Published: (2026)
by: Jegou, Simon, et al.
Published: (2026)
MatryoshkaKV: Adaptive KV Compression via Trainable Orthogonal Projection
by: Lin, Bokai, et al.
Published: (2024)
by: Lin, Bokai, et al.
Published: (2024)
Similar Items
-
CommonKV: Compressing KV Cache with Cross-layer Parameter Sharing
by: Wang, Yixuan, et al.
Published: (2025) -
Hierarchical Adaptive Eviction for KV Cache Management in Multimodal Language Models
by: Ma, Xindian, et al.
Published: (2026) -
ALISA: Accelerating Large Language Model Inference via Sparsity-Aware KV Caching
by: Zhao, Youpeng, et al.
Published: (2024) -
The Pitfalls of KV Cache Compression
by: Chen, Alex, et al.
Published: (2025) -
SmallKV: Small Model Assisted Compensation of KV Cache Compression for Efficient LLM Inference
by: Zhao, Yi, et al.
Published: (2025)