RS Glossary
Curriculum Learning
Curriculum training is an approach where examples are organized in a deliberate order, often from easier to harder, to help the model learn more effectively.
- Review state
- Reviewed in POC
- Freshness
- Current
- Version
- 2
- Curriculum Learning
- Curriculum Training
Remember it this wayTraining has a sequence, and the sequence can be designed.
In plain language
Curriculum learning controls the order or difficulty of training examples instead of presenting them in an arbitrary sequence. A common design introduces easier or clearer examples before harder ones.
Why it matters
Example order can affect optimization and what the model learns first. A curriculum may help training, but it also embeds a judgment about difficulty and progression.
Example
A vision model first trains on large, centered objects and later receives smaller objects in cluttered scenes.
Common misconception
Curriculum learning does not guarantee better results, and a useful curriculum is not always easy-to-hard. The ordering must fit the task and be evaluated.
Related terms
Sources
- Yoshua Bengio and colleagues, “Curriculum Learning”introduces training strategies that organize examples in a meaningful progression.
Learn more
- Compare [[training|Training]], [[dataset|Dataset]], [[supervised-learning|Supervised Learning]], and [[evaluation-metric|Evaluation Metric]] to place Curriculum Learning in the surrounding system.
- Follow the cited source material above for the method, standard, or research context behind this draft.
Public history
23 recorded events · 23 public summaries
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Definition review recorded as approve.
Plain-Language Explanation review recorded as approve.
Why It Matters review recorded as approve.
Example review recorded as approve.
Common Misconception review recorded as approve.
Remember It This Way review recorded as approve.
Related Terms review recorded as approve.
Sources review recorded as approve.
Learn More review recorded as approve.
Sources review recorded as replace.
Radar verified the learner-facing sources after personal origin provenance was removed.
All nine current wording approvals were reconciled to Approved term status.
Source: vault/Glossary/terms/curriculum-learning/term.md · sha256:716c41391f6bfd34c3823f0a645a76ba5efa59144e887bfb4ee56485ac7f2cb1 · Release: rs-glossary-glossary-team-poc-0.5.5-2026-09-02