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stat.ML2025
Energy-Tweedie: Score meets Score, Energy meets Energy
Andrej Leban
Denoising and score estimation are classically linked through Tweedie's formula, which relates the posterior mean under Gaussian noise to the Stein score of the noisy marginal. In…
stat.ML2025
Distributional Autoencoders Know the Score
Andrej Leban
The Distributional Principal Autoencoder (DPA) combines distributionally correct reconstruction with principal-component-like interpretability of the encodings. In this work, we pr…
stat.ML2023
Approaching an unknown communication system by latent space exploration and causal inference
Gašper Beguš, Andrej Leban, Shane Gero
This paper proposes a methodology for discovering meaningful properties in data by exploring the latent space of unsupervised deep generative models. We combine manipulation of ind…