Xin Xie

2 articles on SOTA Papers

DeepSeek Cuts KV Cache Footprint Fourfold

A causal encoder-decoder MoE pairs cross-layer sparse-attention reuse with FP4 caching to reduce global context memory to 890 bytes per token.

Sep 19, 20264 min2609.19969

SkillNet Cuts Agent Steps Through Reusable Skills

An ontology, evaluation scheme, and 600,000-skill repository let agents retrieve and compose prior procedures, reporting 40% higher rewards with 30% fewer steps.

Aug 23, 20264 min2603.04448