Léon Bottou

E74927

computer scientist person researcher

Léon Bottou is a French computer scientist known for his influential work in machine learning and neural networks, including key contributions to the development of the LeNet convolutional network.

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All labels observed (2)

Label	Occurrences
Léon Bottou canonical	14
Bottou	1

How this entity was disambiguated

This entity first appeared as the object of triple T591869 — 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: Léon Bottou
Context triple: [LeNet, developer, Léon Bottou]

A. Samy Bengio
Samy Bengio is a prominent machine learning researcher known for his contributions to deep learning and his leadership roles at major AI organizations including Google and Apple.
B. Yoshua Bengio
Yoshua Bengio is a Canadian computer scientist and deep learning pioneer whose work on neural networks and representation learning has been foundational to modern artificial intelligence.
C. Yann LeCun
Yann LeCun is a pioneering computer scientist best known for his foundational work in deep learning and convolutional neural networks, which has profoundly shaped modern artificial intelligence.
D. Geoffrey Hinton
Geoffrey Hinton is a pioneering computer scientist widely regarded as one of the founding figures of deep learning and modern artificial intelligence.
E. Ian Goodfellow
Ian Goodfellow is a machine learning researcher best known for inventing Generative Adversarial Networks (GANs) and co-authoring the influential textbook "Deep Learning."
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: Léon Bottou
Target entity description: Léon Bottou is a French computer scientist known for his influential work in machine learning and neural networks, including key contributions to the development of the LeNet convolutional network.

A. Samy Bengio
Samy Bengio is a prominent machine learning researcher known for his contributions to deep learning and his leadership roles at major AI organizations including Google and Apple.
B. Yoshua Bengio
Yoshua Bengio is a Canadian computer scientist and deep learning pioneer whose work on neural networks and representation learning has been foundational to modern artificial intelligence.
C. Yann LeCun
Yann LeCun is a pioneering computer scientist best known for his foundational work in deep learning and convolutional neural networks, which has profoundly shaped modern artificial intelligence.
D. Geoffrey Hinton
Geoffrey Hinton is a pioneering computer scientist widely regarded as one of the founding figures of deep learning and modern artificial intelligence.
E. Ian Goodfellow
Ian Goodfellow is a machine learning researcher best known for inventing Generative Adversarial Networks (GANs) and co-authoring the influential textbook "Deep Learning."
F. None of above. chosen

Statements (48)

Predicate	Object
instanceOf	computer scientist ⓘ person ⓘ researcher ⓘ
citizenship	France ⓘ
coauthorWith	Frank Pereira ⓘ Jason Weston ⓘ Olivier Bousquet ⓘ Patrick Haffner ⓘ Yann LeCun ⓘ Yoshua Bengio ⓘ
educatedAt	Université Paris-Sud ⓘ École Polytechnique ⓘ
employer	Facebook AI Research ⓘ linked to: Meta AI Meta Platforms ⓘ linked to: Meta Platforms, Inc.
familyName	Bottou ⓘ linked to: Léon Bottou
fieldOfWork	large-scale learning ⓘ machine learning ⓘ neural networks ⓘ optimization ⓘ statistical learning ⓘ stochastic gradient descent ⓘ
givenName	Léon ⓘ
hasAcademicAdvisor	Vladimir Vapnik ⓘ
hasAward	ACM SIGKDD Innovation Award ⓘ linked to: SIGKDD Innovation Award
hasPublication	“Counterfactual Reasoning and Learning Systems” ⓘ “From Machine Learning to Machine Reasoning” ⓘ “Large-Scale Machine Learning with Stochastic Gradient Descent” ⓘ “Stochastic Gradient Descent Tricks” ⓘ “The Tradeoffs of Large Scale Learning” ⓘ
knownFor	contributions to LeNet convolutional network ⓘ online learning algorithms ⓘ stochastic gradient descent methods ⓘ theory and practice of large-scale machine learning ⓘ
language	English ⓘ French ⓘ
memberOf	Facebook AI Research group ⓘ linked to: Meta AI
name	Léon Bottou ⓘ
nationality	French ⓘ
notableWork	LeNet-5 convolutional neural network (with Yann LeCun and others) ⓘ linked to: LeNet
researchInterest	convex optimization ⓘ non-convex optimization ⓘ scalable learning algorithms ⓘ theoretical foundations of machine learning ⓘ
workInstitution	AT&T Bell Labs ⓘ linked to: Bell Telephone Laboratories Facebook AI Research ⓘ linked to: Meta AI Microsoft Research ⓘ linked to: Microsoft NEC Labs America ⓘ linked to: NEC Research Institute NEC Research Institute ⓘ