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[n]	X. Song, L. Hu, H. Hu, J. Sun, and C. Tang, “Real-Time X-ray Beamline Surrogate Modeling via a Physics-Informed Log-Manifold Learning Framework”, presented at the IPAC'26, Deauville, France, May 2026, paper TUP2715, this conference. 

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