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cs.LG2026
Learning Domain Trajectories with Flow Matching for Gradual Domain Adaptation
Yubo Huang, Yushe Cao, Zixi Wang +4
Large distribution shifts remain a primary obstacle for domain generalization and unsupervised adaptation. Although gradual domain adaptation alleviates this difficulty by introduc…
cs.CE2026
A posteriori error bounds for cumulative energy fields in irreversible gradient damage
Yubo Huang, Xiongyu Hu, Xin Lai +1
Cumulative energy fields in irreversible evolution depend on the loading path, even when terminal states and global work agree. We derive a posteriori bounds for these fields in sc…
eess.IV2026
Calibrating Generative Flows through Regional Probability Matching
Yubo Huang, Xiongyu Hu, Xin Lai +4
Generative models offer a powerful route to scientific simulation and discovery by enabling the study of complex populations and rare phenomena. Flow matching can generate realisti…