Author

Zhong-Yao Wang

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Preprint Aug 2026

Support Operation Factorization: Compositional Readout of Frozen Vision Encoders under Controlled Interventions

An injectively aligned leave-one-cell-out protocol over support x operation grids and SO-OPF, a readout that factors cell energy into support salience and a competitive operation posterior, and a readout that factors cell energy into support salience and a competitive operation posterior are introduced.

Zhong-Yao Wang, Wan-Li Ouyang, Tao-Yong Cui et al. · 0 citations

#natural language process... Preprint Sep 2026

JEPA-Anything: Learning Predictive Models across Different Worlds

World modeling enables intelligence to anticipate consequences, guide interventions, and learn from interaction. Yet predictive models remain domain-specific: can a common learning principle support world modeling across radically different systems? We introduce JEPA-Anything, a domain-agnostic framework based on ortho...

Tao-Yong Cui, Zhong-Yao Wang, Xin-Yue Xu et al. · 0 citations