Fovea Transformer: Efficient Long-Context Modeling with Structured Fine-to-Coarse Attention
Fuente:
arXiv
Saved in:
| Main Authors: | He, Ziwei, Yuan, Jian, Zhou, Le, Leng, Jingwen, Jiang, Bo |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
WeightedKV: Attention Scores Weighted Key-Value Cache Merging for Large Language Models
by: Yuan, Jian, et al.
Published: (2025)
by: Yuan, Jian, et al.
Published: (2025)
TreeKV: Smooth Key-Value Cache Compression with Tree Structures
by: He, Ziwei, et al.
Published: (2025)
by: He, Ziwei, et al.
Published: (2025)
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator
by: He, Ziwei, et al.
Published: (2023)
by: He, Ziwei, et al.
Published: (2023)
$π$-Attention: Periodic Sparse Transformers for Efficient Long-Context Modeling
by: Liu, Dong, et al.
Published: (2025)
by: Liu, Dong, et al.
Published: (2025)
Training-free Context-adaptive Attention for Efficient Long Context Modeling
by: You, Zeng, et al.
Published: (2025)
by: You, Zeng, et al.
Published: (2025)
Adamas: Hadamard Sparse Attention for Efficient Long-Context Inference
by: Yan, Siyuan, et al.
Published: (2025)
by: Yan, Siyuan, et al.
Published: (2025)
Latent-Condensed Transformer for Efficient Long Context Modeling
by: You, Zeng, et al.
Published: (2026)
by: You, Zeng, et al.
Published: (2026)
CFSP: An Efficient Structured Pruning Framework for LLMs with Coarse-to-Fine Activation Information
by: Wang, Yuxin, et al.
Published: (2024)
by: Wang, Yuxin, et al.
Published: (2024)
Efficient Prompt Compression with Evaluator Heads for Long-Context Transformer Inference
by: Fei, Weizhi, et al.
Published: (2025)
by: Fei, Weizhi, et al.
Published: (2025)
Exploring Fine-Tuning for In-Context Retrieval and Efficient KV-Caching in Long-Context Language Models
by: Molfese, Francesco Maria, et al.
Published: (2026)
by: Molfese, Francesco Maria, et al.
Published: (2026)
Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts
by: Chen, Yingfa, et al.
Published: (2026)
by: Chen, Yingfa, et al.
Published: (2026)
Cost-Optimal Grouped-Query Attention for Long-Context Modeling
by: Chen, Yingfa, et al.
Published: (2025)
by: Chen, Yingfa, et al.
Published: (2025)
MiniCPM-SALA: Hybridizing Sparse and Linear Attention for Efficient Long-Context Modeling
by: MiniCPM Team, et al.
Published: (2026)
by: MiniCPM Team, et al.
Published: (2026)
Multipole Attention for Efficient Long Context Reasoning
by: Hooper, Coleman, et al.
Published: (2025)
by: Hooper, Coleman, et al.
Published: (2025)
Thus Spake Long-Context Large Language Model
by: Liu, Xiaoran, et al.
Published: (2025)
by: Liu, Xiaoran, et al.
Published: (2025)
COMI: Coarse-to-fine Context Compression via Marginal Information Gain
by: Tang, Jiwei, et al.
Published: (2026)
by: Tang, Jiwei, et al.
Published: (2026)
Context as a Tool: Context Management for Long-Horizon SWE-Agents
by: Liu, Shukai, et al.
Published: (2025)
by: Liu, Shukai, et al.
Published: (2025)
DELTA: Dynamic Layer-Aware Token Attention for Efficient Long-Context Reasoning
by: Zarch, Hossein Entezari, et al.
Published: (2025)
by: Zarch, Hossein Entezari, et al.
Published: (2025)
Reranking Passages with Coarse-to-Fine Neural Retriever Enhanced by List-Context Information
by: Zhu, Hongyin
Published: (2023)
by: Zhu, Hongyin
Published: (2023)
Efficient Context Scaling with LongCat ZigZag Attention
by: Zhang, Chen, et al.
Published: (2025)
by: Zhang, Chen, et al.
Published: (2025)
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs
by: Liu, Xiaoran, et al.
Published: (2025)
by: Liu, Xiaoran, et al.
Published: (2025)
EViT: An Eagle Vision Transformer with Bi-Fovea Self-Attention
by: Shi, Yulong, et al.
Published: (2023)
by: Shi, Yulong, et al.
Published: (2023)
HMT: Hierarchical Memory Transformer for Efficient Long Context Language Processing
by: He, Zifan, et al.
Published: (2024)
by: He, Zifan, et al.
Published: (2024)
LongHeads: Multi-Head Attention is Secretly a Long Context Processor
by: Lu, Yi, et al.
Published: (2024)
by: Lu, Yi, et al.
Published: (2024)
LAWCAT: Efficient Distillation from Quadratic to Linear Attention with Convolution across Tokens for Long Context Modeling
by: Liu, Zeyu, et al.
Published: (2025)
by: Liu, Zeyu, et al.
Published: (2025)
Every Attention Matters: An Efficient Hybrid Architecture for Long-Context Reasoning
by: Ling Team, et al.
Published: (2025)
by: Ling Team, et al.
Published: (2025)
Hardware-aligned Hierarchical Sparse Attention for Efficient Long-term Memory Access
by: Hu, Xiang, et al.
Published: (2025)
by: Hu, Xiang, et al.
Published: (2025)
LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models
by: Chen, Yukang, et al.
Published: (2023)
by: Chen, Yukang, et al.
Published: (2023)
MTraining: Distributed Dynamic Sparse Attention for Efficient Ultra-Long Context Training
by: Li, Wenxuan, et al.
Published: (2025)
by: Li, Wenxuan, et al.
Published: (2025)
Long Context RAG Performance of Large Language Models
by: Leng, Quinn, et al.
Published: (2024)
by: Leng, Quinn, et al.
Published: (2024)
ZigzagAttention: Efficient Long-Context Inference with Exclusive Retrieval and Streaming Heads
by: Liu, Zhuorui, et al.
Published: (2025)
by: Liu, Zhuorui, et al.
Published: (2025)
HyLRA: Hybrid Layer Reuse Attention for Efficient Long-Context Inference
by: Ai, Xuan, et al.
Published: (2026)
by: Ai, Xuan, et al.
Published: (2026)
DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads
by: Xiao, Guangxuan, et al.
Published: (2024)
by: Xiao, Guangxuan, et al.
Published: (2024)
MoBA: Mixture of Block Attention for Long-Context LLMs
by: Lu, Enzhe, et al.
Published: (2025)
by: Lu, Enzhe, et al.
Published: (2025)
LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models
by: Hu, Zhiyuan, et al.
Published: (2024)
by: Hu, Zhiyuan, et al.
Published: (2024)
Switch Attention: Towards Dynamic and Fine-grained Hybrid Transformers
by: Zhao, Yusheng, et al.
Published: (2026)
by: Zhao, Yusheng, et al.
Published: (2026)
Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling
by: Hu, Xiang, et al.
Published: (2024)
by: Hu, Xiang, et al.
Published: (2024)
LLMSteer: Improving Long-Context LLM Inference by Steering Attention on Reused Contexts
by: Gu, Zhuohan, et al.
Published: (2024)
by: Gu, Zhuohan, et al.
Published: (2024)
Overcoming Long-Context Limitations of State-Space Models via Context-Dependent Sparse Attention
by: Zhan, Zhihao, et al.
Published: (2025)
by: Zhan, Zhihao, et al.
Published: (2025)
FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference
by: Lai, Xunhao, et al.
Published: (2025)
by: Lai, Xunhao, et al.
Published: (2025)
Similar Items
-
WeightedKV: Attention Scores Weighted Key-Value Cache Merging for Large Language Models
by: Yuan, Jian, et al.
Published: (2025) -
TreeKV: Smooth Key-Value Cache Compression with Tree Structures
by: He, Ziwei, et al.
Published: (2025) -
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator
by: He, Ziwei, et al.
Published: (2023) -
$π$-Attention: Periodic Sparse Transformers for Efficient Long-Context Modeling
by: Liu, Dong, et al.
Published: (2025) -
Training-free Context-adaptive Attention for Efficient Long Context Modeling
by: You, Zeng, et al.
Published: (2025)