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Optimizing the Noise in Self-Supervised Learning: from Importance Sampling to Noise-Contrastive Estimation
23 January 2023
O. Chehab
Alexandre Gramfort
Aapo Hyvarinen
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Papers citing
"Optimizing the Noise in Self-Supervised Learning: from Importance Sampling to Noise-Contrastive Estimation"
3 / 3 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
Improving Mutual Information Estimation with Annealed and Energy-Based Bounds
Rob Brekelmans
Sicong Huang
Marzyeh Ghassemi
Greg Ver Steeg
Roger C. Grosse
Alireza Makhzani
32
15
0
13 Mar 2023
Pitfalls of Gaussians as a noise distribution in NCE
Holden Lee
Chirag Pabbaraju
A. Sevekari
Andrej Risteski
13
4
0
01 Oct 2022
1