Fine-tuning neural PDE operators to regime endpoints reveals a physical direction in weight space that CCM uses to compose accurate merged models for new or extrapolated regimes from metadata or short prefixes.
A foundation model for the earth system.Nature, 641(8065):1180–1187, 2025
2 Pith papers cite this work. Polarity classification is still indexing.
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McCast uses a Drift-Corrective Memory Bank to actively correct latent drift in autoregressive precipitation nowcasting for more coherent long-horizon forecasts.
citing papers explorer
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Discovering Physical Directions in Weight Space: Composing Neural PDE Experts
Fine-tuning neural PDE operators to regime endpoints reveals a physical direction in weight space that CCM uses to compose accurate merged models for new or extrapolated regimes from metadata or short prefixes.
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McCast: Memory-Guided Latent Drift Correction for Long-Horizon Precipitation Nowcasting
McCast uses a Drift-Corrective Memory Bank to actively correct latent drift in autoregressive precipitation nowcasting for more coherent long-horizon forecasts.