Reference health

Entropy-Based Guidance of Deep Neural Networks for Accelerated Convergence and Improved Performance

https://doi.org/10.2139/ssrn.4572992
CiteStamped reference-health badge
3/3 checkable references clean · checked 2026-08-03

Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.

24 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.

The 3 checked references that resolve
resolves10.1023/A:1008143417156
Learning from Examples with Information Theoretic Criteria
resolves10.1162/neco.1995.7.6.1129
An Information-Maximization Approach to Blind Separation and Blind Deconvolution
resolves10.1109/CVPR.2009.5206848
ImageNet: A large-scale hierarchical image database
The 24 references without a DOI — listed, not checked
no DOI — not checkedGradient-based learning applied to document recognition. Proceedings of the IEEE
no DOI — not checkedImageNet Classification with Deep Convolutional Neural Networks
no DOI — not checkedref3
no DOI — not checkedBERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
no DOI — not checkedref5
no DOI — not checkedTraining language models to follow instructions with human feedback
no DOI — not checkedAttention is all you need
no DOI — not checkedGenerative Adversarial Nets
no DOI — not checkedDenoising Diffusion Probabilistic Models
no DOI — not checkedOnline entropy manipulation: stochastic information gradient
no DOI — not checkedref12
no DOI — not checkedAn Application of the Principle of Maximum Information Preservation to Linear Systems
no DOI — not checkedSemi-supervised Learning by Entropy Minimization
no DOI — not checkedLearning deep representations by mutual information estimation and maximization
no DOI — not checkedThe information bottleneck method
no DOI — not checkedDeep Deterministic Information Bottleneck with Matrix-Based Entropy Functional
no DOI — not checkedref19
no DOI — not checkedStacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion
no DOI — not checkedInfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets
no DOI — not checkedref22
no DOI — not checkedLearning to summarize with human feedback
no DOI — not checkedElements of Information Theory 2nd Edition
no DOI — not checkedMnist handwritten digit database
no DOI — not checkedref27
What this badge says. CiteStamped means the CHECKABLE references of this work were clean at the dated check: each resolved to a known work in a public registry, and none carried a retraction notice at that time. It says nothing about the quality, findings, or importance of the work itself, and nothing about references deposited without a DOI.

checked 2026-08-03 — re-checked daily as this page is visited; titles and statuses come from Crossref and DataCite and are not part of the signed record

Embed this badge

Both snippets point at the live badge image and link back to this page. The badge re-renders from the daily check, so an embed never goes stale by more than a day of visits.

<a href="https://citestamp.com/citestamped/10.2139/ssrn.4572992"><img src="https://citestamp.com/citestamped/10.2139/ssrn.4572992/badge.svg" alt="CiteStamped reference-health badge" width="460" height="64"></a>
[![CiteStamped reference-health badge](https://citestamp.com/citestamped/10.2139/ssrn.4572992/badge.svg)](https://citestamp.com/citestamped/10.2139/ssrn.4572992)