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An Information Geometric Analysis of Noise Contrastive ...
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This paper proposes a method for reducing asymptotic variance by estimating the parameters of the auxiliary distribution of NCE, and determines the form of ...
An Information Geometric Analysis of Noise Contrastive ...
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2024年11月7日 — We present a new estimation principle for parameterized statistical models. The idea is to perform nonlinear logistic regression to discriminate ...
An Information Geometric Analysis of Noise Contrastive ...
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We study noise-contrastive estimation (NCE) through the lens of local information geometry. In particular, paralleling recent work [1], [2], we demonstrate that ...
有關 An Information Geometric Analysis of Noise Contrastive Estimation. 的學術文章 | |
Contrastive learning for joint normal estimation and … - de Silva Edirimuni - 11 個引述 Robust contrastive learning against noisy views - Chuang - 83 個引述 … Augmentation of Contrastive Learning is Estimating … - Zhang - 4 個引述 | |
[1808.07983] Analysis of Noise Contrastive Estimation from ...
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由 M Uehara 著作2018被引用 12 次 — In this paper, we focus on NCE. The estimator derived from NCE is consistent and asymptotically normal because it is an M-estimator.
Melihcan Erol
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Co-authors ; An Information Geometric Analysis of Noise Contrastive Estimation. HSM Erol, J Jin, L Zheng. 2024 60th Annual Allerton Conference on Communication, ...
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We study noise-contrastive estimation (NCE) through the lens of local information geometry. In particular, paralleling recent work [1], [2], we demonstrate that ...
Analysis of Noise Contrastive Estimation from the ...
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In this paper, we focus on NCE. The estimator derived from NCE is consistent and asymptotically normal because it is an M-estimator. NCE characteristically uses ...
Supervised Information Noise-Contrastive Estimation ...
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This information-theoretic analysis sheds light on how the number of noise samples and the similarity of target and noise distributions impact loss values. 4.
Supervised Information Noise-Contrastive Estimation ...
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由 P Feeney 著作2023被引用 3 次 — The information noise-contrastive estimation (InfoNCE) loss function provides the basis of many self-supervised deep learning methods due to ...
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Noise contrastive estimation: Asymptotic properties, formal ...
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An Information Geometric Analysis of Noise Contrastive Estimation · H. ErolJiejun JinLizhong Zheng. Computer Science, Mathematics. 2024 60th Annual Allerton ...
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