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Preprint Aug 2026

TERRA: A Hierarchical Parallel Training and Memory Orchestration Framework for High-Resolution AI-based Earth Modeling

Training high-resolution AI-based Earth forecasting models is memory-intensive. Window-based Swin Transformers reduce the quadratic cost of global attention, but existing distributed systems such as AERIS primarily target pixel-level models and do not jointly support convolutional sampling modules and shifted-window ex...

Ruohan Wu, Ziqi Zhu, Yang Zhao et al. · 0 citations
Open access Aug 2026

Flash-DWC: Making Depthwise Convolution Compute-Efficient on GPUs

By making DWC compute-efficient, Flash-DWC promotes the use of larger and more expressive filters and extends forward and backward propagation to both forward and backward propagation for efficient end-to-end training.

Zhiyi Zhang, Yang Zhao, Jing-Wei Sun et al. · 0 citations

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