SCOPE: Observation-Conditioned Full-Target Prediction for Sparse PDE Inference
Published in arXiv preprint, 2026
SCOPE couples prediction of complete-field representations with a shared physical decoder. Joint latent and reconstruction objectives support recovery from partial observations, while decoder-only adaptation can improve predictions without retraining the backbone.
Recommended citation: Ruichen Xu, Siyao Wang, Fang Wan, Jiacheng Qiu, Wenhan Gao, Jiaxing Zhang, Linsey Pang, Ravid Shwartz-Ziv, Prakhar Mehrotra, Yann LeCun, Yuefan Deng. 2026. SCOPE: Observation-Conditioned Full-Target Prediction for Sparse PDE Inference. arXiv:2609.36527.
Recommended citation: Ruichen Xu, Siyao Wang, Fang Wan, Jiacheng Qiu, Wenhan Gao, Jiaxing Zhang, Linsey Pang, Ravid Shwartz-Ziv, Prakhar Mehrotra, Yann LeCun, Yuefan Deng. 2026. SCOPE: Observation-Conditioned Full-Target Prediction for Sparse PDE Inference. arXiv:2609.36527. https://arxiv.org/abs/2609.36527