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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Uwe Aickelin

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Book Open access Aug 2026

Efficient Test-Time Scaling for LLM-based Time Series Forecasting

SCALER is a coarse-to-fine forecasting framework that first employs a lightweight Transformer tailored to long-term shape modeling to predict a coarse representation of future dynamics, and reduces reliance on long description prompts, and its fixed-step refinement avoids costly reward-model-based selection, further lo...

Xuan-May Le, Minh-Tuan Tran, Ling Luo et al. · 0 citations
Book Open access Aug 2026

Efficient Test-Time Scaling for LLM-based Time Series Forecasting

Long-term time series forecasting benefits from preserving global structure such as trends and seasonality. Recent LLM-based forecasters often improve accuracy through test-time scaling (e.g., iterative refinement), but these methods are computationally expensive and increasingly prone to global-shape mismatch as the p...

Xuan-May Le, Minh-Tuan Tran, Ling Luo et al. · 0 citations

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