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exponential family

124 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) graphical model (864) parameter estimation (274) bregman divergence (81) exponential families (16) kernel methods (1097) maximum likelihood (255) convex optimization (1321) score matching (97)

Papers

Exponential-Family Harmoniums with Neural Sufficient Statistics AAAI 2025
Regularized Rényi Divergence Minimization through Bregman Proximal Gradient Algorithms JMLR 2025
Exponential Family Graphical Models: Correlated Replicates and Unmeasured Confounders, with Applications to fMRI Data JMLR 2025
Score-Aware Policy-Gradient and Performance Guarantees using Local Lyapunov Stability JMLR 2025
Near-Optimality of Contrastive Divergence Algorithms NIPS 2024
Variational Gaussian Process Diffusion Processes AISTATS 2024
Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits NIPS 2024
Asymptotics of Alpha-Divergence Variational Inference Algorithms with Exponential Families NIPS 2024
Generalized Bradley-Terry Models for Score Estimation from Paired Comparisons AAAI 2024
Regularization for Shuffled Data Problems via Exponential Family Priors on the Permutation Group AISTATS 2023
Deep equilibrium models as estimators for continuous latent variables AISTATS 2023
Clustering above Exponential Families with Tempered Exponential Measures AISTATS 2023
Learning Exponential Families from Truncated Samples NIPS 2023
Generic Unsupervised Optimization for a Latent Variable Model With Exponential Family Observables JMLR 2023
Fair Densities via Boosting the Sufficient Statistics of Exponential Families ICML 2023
Bregman Deviations of Generic Exponential Families COLT 2023
Provable benefits of score matching NIPS 2023
Kernel Multimodal Continuous Attention NIPS 2022
Bregman Power k-Means for Clustering Exponential Family Data ICML 2022
Exponential Family Model-Based Reinforcement Learning via Score Matching NIPS 2022
Two-mode Networks: Inference with as Many Parameters as Actors and Differential Privacy JMLR 2022
Finite-Time Regret of Thompson Sampling Algorithms for Exponential Family Multi-Armed Bandits NIPS 2022
Sparse Continuous Distributions and Fenchel-Young Losses JMLR 2022
Stability Based Generalization Bounds for Exponential Family Langevin Dynamics ICML 2022
Online Updating of Conditional Linear Gaussian Bayesian Networks PGM 2022