The New Frontier Of LLM Inference: Where The Next Tenfold Gains Will Come From

This brute-force scaling approach is slowly fading and giving way to innovations in inference engines rooted in core computer ...
EurekAlert!

SSA: Semantic Structure Aware Inference for Weakly Pixel-Wise Dense Predictions without Cost

Visualizations of the semantic structure information in backbone stages. Pixels of the same class as the marked pixel are brightly colored. The brighter the color, the higher the similarity. Our ...
Forbes

The Inference Economy: How Sparse Computing And Model Optimization Are Reshaping Enterprise AI Deployment

The AI industry stands at an inflection point. While the previous era pursued larger models—GPT-3's 175 billion parameters to PaLM's 540 billion—focus has shifted toward efficiency and economic ...