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Jianhua Yao

2 papers indexed

arxivcs.LG2026-07-14

SinAE: A Single-Architecture Flow-Matching Autoencoder for Cross-Domain Atomic Systems

Yuxuan Ren, Fan Yang, Jianhua Yao, Yatao Bian

Small molecules, crystals, and proteins all reduce to atoms in 3D space, yet their generative pipelines remain fragmented across domains, each with its Small molecules, crystals, and proteins all reduce to atoms in 3D space, yet their generative pipelines remain fragmented across…

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arxivcs.AI2026-07-06

MoP-JEPA: Hard-Assigned Predictor Mixtures for Stochastic JEPA World Models

Zhi Song, Ximing Xing, Zhenchao Tang, hanbo Huang, Weilong Yan, Tianxu Lv, et al.

JEPA world models commonly predict the next latent state with one regressor. Under stochastic transitions, squared and cosine regression return the conditional mean and its normalized direction, respectively: a single compromise that may match no valid successor. MoP-JEPA instead…

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