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cs.LG2026
Predictive Closure: A Set-Level Characterization of JEPA's Feature Selection
Mosh Levy, Aly Lidayan, Yoav Goldberg
In joint-embedding predictive architectures (JEPA), an encoder and a predictor are trained together to produce a representation that minimizes the error in predicting the represent…
math.AP2026
Global dynamics for the 1d quartic Klein-Gordon equation with an internal mode
Gong Chen, Gael Y. Diebou, Adilbek Kairzhan +1
We study a one dimensional nonlinear Klein-Gordon equation with a potential, a localized quadratic nonlinearity, and a non-localized quartic nonlinearity. We assume that the linear…