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20242026
most citedUPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal Adaptation

5 citations · 10 across the 6 of their papers we have counts for

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cs.LG2024★ 5 cited

Specialized Foundation Models Struggle to Beat Supervised Baselines

Zongzhe Xu, Ritvik Gupta, Wenduo Cheng +4

Following its success for vision and text, the "foundation model" (FM) paradigm -- pretraining large models on massive data, then fine-tuning on target tasks -- has rapidly expande…

cs.LG2024★ 5 cited

UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal Adaptation

Junhong Shen, Tanya Marwah, Ameet Talwalkar

We present Unified PDE Solvers (UPS), a data- and compute-efficient approach to developing unified neural operators for diverse families of spatiotemporal PDEs from various domains…