cs.CY · 2026-09-29 · No. 128
Computers and Society, 2026-09-29.
1 new papers in cs.CY. Titles, authors,
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01 — The papers
1 entries-
01
Beyond Energy: When Sustainability Dimensions Reshape LLM Serving Decisions
Tianyao Shi, Xipeng Shen, Yi Ding
cs.CY · cs.DC · cs.LG · cs.PF
Large language model (LLM) serving has environmental impacts across energy consumption, carbon emission, water consumption, and biodiversity loss. Yet these dimensions are largely evaluated in isolation, leaving it unclear when and how they lead to different optimization decisions. We present PRISM, a unified framework for characterizing and optimizing LLM serving across energy, carbon, water, and biodiversity impacts. Our analysis reveals a...
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