Methods › General › Robust Training › ELR

Early Learning Regularization

ELR

7 papers tagged archive 2025-07-28

Introduced by Sheng Liu et al. in Early-Learning Regularization Prevents Memorization of Noisy Labels

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

The archive carries no description for this method.

Papers archive 2025-07-28

7 shown of 7, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

ADAM: Autonomous Discovery and Annotation Model using LLMs for Context-Aware Annotations
10 Jun 2025 · 0 repositories · arXiv:2506.08968
Training Scale-Invariant Neural Networks on the Sphere Can Happen in Three Regimes
8 Sep 2022 · 1 repository · arXiv:2209.03695

Syntology ran 1 of 15 samples · 14 unverified
Diversity Enhanced Active Learning with Strictly Proper Scoring Rules
27 Oct 2021 · 1 repository · arXiv:2110.14171

Syntology ran 0 of 5 samples · 5 unverified
Adaptive Early-Learning Correction for Segmentation from Noisy Annotations
7 Oct 2021 · 2 repositories · arXiv:2110.03740

Syntology ran 2 of 4 samples · 2 unverified · 1 pointer-only (licence)
Uncertainty-aware Active Learning for Optimal Bayesian Classifier
1 Jan 2021 · 0 repositories
Combining Sequence Distillation and Transfer Learning for Efficient Low-Resource Neural Machine Translation Models
1 Nov 2020 · 0 repositories
Early-Learning Regularization Prevents Memorization of Noisy Labels
30 Jun 2020 · 2 repositories · arXiv:2007.00151

Syntology ran 1 of 1 samples · 0 unverified

Tasks archive 2025-07-28

20 shown of 26 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
Active Learning	2
Classification	2
General Classification	2
Memorization	2
Diversity	1
Image Classification	1
Learning with noisy labels	1
Low Resource Neural Machine Translation	1
Low-Resource Neural Machine Translation	1
Machine Translation	1
Medical Image Segmentation	1
NMT	1
Object	1
Object Detection	1
Re-Ranking	1
Segmentation	1
Semantic Segmentation	1
Sentence	1
Text Classification	1
Transfer Learning	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (7 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Robust Training

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections