Xi-Peng Shen

Beyond Energy: When Sustainability Dimensions Reshape LLM Serving Decisions

This work presents PRISM, a unified framework for characterizing and optimizing LLM serving across energy, carbon, water, and biodiversity impacts, and reveals a fundamental distinction: computing configurations determine energy consumption, whereas where and when LLM serving is deployed determine its carbon, water, an...