conftrace_

noise-contrastive estimation

17 papers

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Also known as

NCE

Co-occurring keywords

energy-based model (251) maximum likelihood estimation (233) partition function (81) variational inference (2069) maximum likelihood (255) parameter estimation (274) density estimation (398) probabilistic modeling (852) contrastive learning (4032) representation learning (6206)

Papers

On the connection between Noise-Contrastive Estimation and Contrastive Divergence AISTATS 2024
Learning Unnormalized Statistical Models via Compositional Optimization ICML 2023
Provable benefits of annealing for estimating normalizing constants: Importance Sampling, Noise-Contrastive Estimation, and beyond NIPS 2023
Undirected Probabilistic Model for Tensor Decomposition NIPS 2023
The optimal noise in noise-contrastive learning is not what you think UAI 2022
Structured Multi-task Learning for Molecular Property Prediction AISTATS 2022
CoMIR: Contrastive Multimodal Image Representation for Registration NIPS 2020
Noise-Contrastive Estimation for Multivariate Point Processes NIPS 2020
Variational Noise-Contrastive Estimation AISTATS 2019
Unsupervised Feature Learning via Non-Parametric Instance Discrimination CVPR 2018
INITIATOR: Noise-contrastive Estimation for Marked Temporal Point Process IJCAI 2018
Conditional Noise-Contrastive Estimation of Unnormalised Models ICML 2018
Learning with Noise-Contrastive Estimation: Easing training by learning to scale COLING 2018
Learning word embeddings efficiently with noise-contrastive estimation NIPS 2013
Noise-Contrastive Estimation of Unnormalized Statistical Models, with Applications to Natural Image Statistics JMLR 2012
Unifying Non-Maximum Likelihood Learning Objectives with Minimum KL Contraction NIPS 2011
Noise-contrastive estimation: A new estimation principle for unnormalized statistical models AISTATS 2010