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arxiv_cs_lg ยท Oct 23, 2026 ยท paper
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Sustainability of TSFM Deployment and Pretraining: From Carbon Footprint Analysis to Mitigation via Pruning
arxiv.orgOct 23, 2026
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In brief
Time Series Foundation Models (TSFMs) offer strong zero-shot forecasting capabilities, but their high pretraining cost raises a practical sustainability question: does this upfront investment pay off over a full deplo...