Adam
E701497
Adam is a widely used stochastic optimization algorithm in machine learning that combines ideas from momentum and adaptive learning rates to efficiently train deep neural networks.
All labels observed (1)
| Label | Occurrences |
|---|---|
| Adam canonical | 2 |
How this entity was disambiguated
This entity first appeared as the object of triple T7874818 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Adam Context triple: [Diederik P. Kingma, algorithmDeveloped, Adam]
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A.
Adam
Adam is the first human in Abrahamic religious traditions, whose disobedience in Eden is believed to have introduced sin into the human condition.
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B.
Adam
Adam is a common surname of Scottish and English origin, borne by various notable individuals including architects, politicians, and artists.
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C.
Adam
Adam is a loyal, elderly servant in William Shakespeare’s comedy "As You Like It," known for his devotion and generosity toward Orlando.
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D.
Adam
"Adam" is a 1983 American television film based on the true story of the kidnapping and murder of Adam Walsh, in which JoBeth Williams stars as the boy’s mother.
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E.
Adam
Adam is a reclusive, centuries-old vampire musician and one of the two melancholic immortal lovers at the center of Jim Jarmusch’s film "Only Lovers Left Alive."
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Adam Target entity description: Adam is a widely used stochastic optimization algorithm in machine learning that combines ideas from momentum and adaptive learning rates to efficiently train deep neural networks.
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A.
Adam
Adam is a masculine given name of Hebrew origin, commonly used in many cultures and languages.
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B.
Adam
Adam is a renowned sculpture by Auguste Rodin, notable for its expressive depiction of the biblical figure and housed in the Rodin Museum.
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C.
Adam
Adam is a common surname of Scottish and English origin, borne by various notable individuals including architects, politicians, and artists.
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D.
Adam
Adam is a reclusive, centuries-old vampire musician and one of the two melancholic immortal lovers at the center of Jim Jarmusch’s film "Only Lovers Left Alive."
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E.
Adam
Adam is the first human in Abrahamic religious traditions, whose disobedience in Eden is believed to have introduced sin into the human condition.
- F. None of above. chosen
Statements (46)
| Predicate | Object |
|---|---|
| instanceOf |
optimization algorithm
ⓘ
stochastic optimization method ⓘ |
| abbreviationFor | Adaptive Moment Estimation NERFINISHED ⓘ |
| appliedIn |
computer vision
ⓘ
natural language processing ⓘ reinforcement learning ⓘ speech recognition ⓘ |
| basedOn |
adaptive learning rates
ⓘ
momentum ⓘ stochastic gradient descent ⓘ |
| commonVariant |
AMSGrad
NERFINISHED
ⓘ
AdamW NERFINISHED ⓘ |
| comparedWith |
AdaGrad
NERFINISHED
ⓘ
RMSProp NERFINISHED ⓘ SGD with momentum NERFINISHED ⓘ |
| defaultHyperparameter |
beta1 = 0.9
ⓘ
beta2 = 0.999 ⓘ epsilon = 1e-8 ⓘ learning rate = 0.001 ⓘ |
| describedIn | Adam: A Method for Stochastic Optimization NERFINISHED ⓘ |
| field |
deep learning
ⓘ
machine learning ⓘ |
| hasProperty |
computationally efficient
ⓘ
handles sparse gradients ⓘ memory efficient ⓘ scale invariant to gradient magnitudes ⓘ suitable for high-dimensional parameter spaces ⓘ suitable for large datasets ⓘ |
| implementedIn |
JAX
NERFINISHED
ⓘ
Keras NERFINISHED ⓘ PyTorch NERFINISHED ⓘ TensorFlow NERFINISHED ⓘ |
| introducedIn | 2014 ⓘ |
| optimizationType | first-order method ⓘ |
| performs | bias correction of moment estimates ⓘ |
| proposedBy |
Diederik P. Kingma
NERFINISHED
ⓘ
Jimmy Ba NERFINISHED ⓘ |
| publishedAt | International Conference on Learning Representations NERFINISHED ⓘ |
| publishedIn | 2015 ⓘ |
| updates | parameters with element-wise adaptive learning rates ⓘ |
| usedFor |
stochastic optimization
ⓘ
training deep neural networks ⓘ |
| uses |
exponentially decaying averages of past gradients
ⓘ
exponentially decaying averages of past squared gradients ⓘ first moment estimates of gradients ⓘ second moment estimates of gradients ⓘ |
How these facts were elicited
The pipeline generated the facts above by prompting gpt-5.1 with this entity's name + description and the instruction below.
Instruction
You are a knowledge base construction expert. Given a subject entity and a description of it, return factual statements that you know for the subject as a JSON list of dictionaries(triples), where keys must be "subject", "predicate" and "object". The number of facts may be very high, between 25 to 50 or more, for very popular subjects. For less popular subjects, the number of facts can be very low, like 5 or 10. # Requirements - If you don't know the subject at all, return an empty list. - If the subject is not a named entity, return an empty list. - Include at least one triple where predicate is "instanceOf". - Do not get too wordy. - Separate several objects into multiple triples with one object.
Input
Subject: Adam Description of subject: Adam is a widely used stochastic optimization algorithm in machine learning that combines ideas from momentum and adaptive learning rates to efficiently train deep neural networks.
Referenced by (2)
Full triples — surface form annotated when it differs from this entity's canonical label.