Effective compression is about finding patterns to make data smaller without losing information. When an algorithm or model can accurately guess the next piece of data in a sequence, it shows it’s ...
The quadratic computational complexity of the Transformer attention mechanism makes large context LLM inferences prohibitively costly. This project, inspired by the research of DeepSeek-OCR, ...
Compression without pipeline redesign creates fragility. Expansion without entry restructuring creates imbalance,” the report states ...