Dynamic Sparse Attention — 2 Technical Articles

Apr 24, 2026 · Artificial Intelligence

Google’s ‘Banana’ Model Redefines Visual Transformers with Dynamic Sparse Attention

Google’s newly unveiled “Banana” visual Transformer introduces dynamic sparse attention that cuts inference cost 3‑5×, reduces memory by 70%, and improves ImageNet accuracy, while demonstrating real‑world gains in autonomous driving, medical imaging, and satellite analysis.

Dynamic Sparse AttentionGoogleImageNet

0 likes · 6 min read

Google’s ‘Banana’ Model Redefines Visual Transformers with Dynamic Sparse Attention

Alibaba Cloud Developer

Jan 15, 2026 · Artificial Intelligence

How Hierarchical Sparse Attention Breaks KVCache Limits for Ultra‑Long Context LLMs

This article explains how a hierarchical sparse‑attention framework redesigns KVCache storage across GPU, CPU, and remote memory, eliminates bandwidth and capacity bottlenecks, and enables efficient inference for 128K‑token and larger contexts with dramatically reduced GPU memory usage and higher throughput.

Dynamic Sparse AttentionGPU memory optimizationHierarchical Storage

0 likes · 20 min read

How Hierarchical Sparse Attention Breaks KVCache Limits for Ultra‑Long Context LLMs