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cs.LG2026
AgentDecarbonizer: Carbon-Aware Execution for AI Agents
Leyi Yan, Shuangning Li, Sihang Liu
AI agents extend large language models from single prompt-response interactions to long-running, goaldirected workflows that issue many model calls, invoke tools, and interact with…
cs.LG2025★ 9 cited
EnsembleCI: Ensemble Learning for Carbon Intensity Forecasting
Leyi Yan, Linda Wang, Sihang Liu +1
Carbon intensity (CI) measures the average carbon emissions generated per unit of electricity, making it a crucial metric for quantifying and managing the environmental impact. Acc…
cs.LG2024
Towards Sustainable Large Language Model Serving
Sophia Nguyen, Beihao Zhou, Yi Ding +1
In this work, we study LLMs from a carbon emission perspective, addressing both operational and embodied emissions, and paving the way for sustainable LLM serving. We characterize…