conftrace_

unnormalized model

10 papers

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Co-occurring keywords

normalization constant (7) log-density gradient (4) noise-contrastive estimation (17) score matching (97) asymptotic variance (15) parameter estimation (274) density estimation (398) logistic regression (386) independent component analysis (116) probabilistic modeling (852)

Papers

Near-Optimality of Contrastive Divergence Algorithms NIPS 2024
Robust Quickest Change Detection for Unnormalized Models UAI 2023
Slice Sampling Reparameterization Gradients NIPS 2021
Imputation estimators for unnormalized models with missing data AISTATS 2020
Learning the Stein Discrepancy for Training and Evaluating Energy-Based Models without Sampling ICML 2020
A Unified Statistically Efficient Estimation Framework for Unnormalized Models AISTATS 2020
Statistical Inference with Unnormalized Discrete Models and Localized Homogeneous Divergences JMLR 2017
Noise-Contrastive Estimation of Unnormalized Statistical Models, with Applications to Natural Image Statistics JMLR 2012
Noise-contrastive estimation: A new estimation principle for unnormalized statistical models AISTATS 2010
Estimation of Non-Normalized Statistical Models by Score Matching JMLR 2005