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Less Tokens, Better Forecasts: Sparse Residual Routing for Efficient Weather Prediction

arXiv cs.LG · 2026-07-07 Cached

Introduces Sparse-Reslim, a plug-in routing module that processes only 25% of spatial tokens through expensive transformer blocks for efficient weather prediction, achieving up to 3.18x speedup and improved forecast accuracy.

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#efficient-ml

Otter Weather: Skillful and Computationally Efficient Medium-Range Weather Forecasting

arXiv cs.LG · 2026-06-26 Cached

Otter Weather is a computationally efficient AI model for medium-range weather forecasting that outperforms numerical weather prediction baselines and frontier AI models while requiring significantly less training compute, aiming to democratize high-performance weather prediction.

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@ms_aifrontiers: Running every benchmark on every checkpoint is slow and expensive. New work from the MS AI Frontiers team asks: do you …

X AI KOLs Following · 2026-06-25 Cached

Microsoft AI Frontiers introduces BenchPress, a method to predict benchmark scores without running the actual benchmarks, saving time and computation.

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