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cs.LG2025
Tight Bounds for Jensen's Gap with Applications to Variational Inference
Marcin Mazur, Tadeusz Dziarmaga, Piotr Kościelniak +1
Since its original formulation, Jensen's inequality has played a fundamental role across mathematics, statistics, and machine learning, with its probabilistic version highlighting…
cs.LG2019★ 10 cited
Feature-Based Interpolation and Geodesics in the Latent Spaces of Generative Models
Łukasz Struski, Michał Sadowski, Tomasz Danel +2
Interpolating between points is a problem connected simultaneously with finding geodesics and study of generative models. In the case of geodesics, we search for the curves with th…