Pitfalls of Gaussians as a noise distribution in NCE

Pitfalls of Gaussians as a noise distribution in NCE

1 October 2022

Chirag Pabbaraju

Andrej Risteski

Papers citing "Pitfalls of Gaussians as a noise distribution in NCE"

4 / 4 papers shown

Title
Density Ratio Estimation with Conditional Probability Paths Hanlin Yu Arto Klami Aapo Hyvarinen Anna Korba Omar Chehab 62 0 0 04 Feb 2025
Provable benefits of annealing for estimating normalizing constants: Importance Sampling, Noise-Contrastive Estimation, and beyond O. Chehab Aapo Hyvarinen Andrej Risteski 16 4 0 05 Oct 2023
Revisiting Energy Based Models as Policies: Ranking Noise Contrastive Estimation and Interpolating Energy Models Sumeet Singh Stephen Tu Vikas Sindhwani DiffM 15 8 0 11 Sep 2023
Optimizing the Noise in Self-Supervised Learning: from Importance Sampling to Noise-Contrastive Estimation O. Chehab Alexandre Gramfort Aapo Hyvarinen SSL 28 3 0 23 Jan 2023