Lénaïc Chizat
Lénaïc Chizat publishes mostly in Artificial Intelligence, Statistics and Probability and Applied Mathematics, on topics such as Stochastic Gradient Optimization Techniques, Adversarial Robustness in Machine Learning and Geometric Analysis and Curvature Flows.
- World rank
- #630,428 of 1,633,909 ranked researchers
- Rank in France
- #38,728 of 96,116
- Works
- 17
- Citations
- 99
- Citations per work
- 5.8
What does Lénaïc Chizat research?
Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.
- 1Artificial Intelligence33% of their works
- 2Statistics and Probability17% of their works
- 3Applied Mathematics12% of their works
- 4Computational Mechanics4% of their works
- 5Computational Theory and Mathematics4% of their works
- 6Modeling and Simulation4% of their works
Research topics
- Stochastic Gradient Optimization Techniques
- Adversarial Robustness in Machine Learning
- Geometric Analysis and Curvature Flows
- Markov Chains and Monte Carlo Methods
- Single-cell and spatial transcriptomics
- Neural Networks and Applications
- Topological and Geometric Data Analysis
- Generative Adversarial Networks and Image Synthesis
Which keywords describe Lénaïc Chizat's research?
The keywords of their largest research topics: Deep Learning, Neural Networks, Approximation Algorithms, Machine Learning, Random Projections, Stochastic Gradient Descent, Adversarial Examples and Optimal Transport.
- Transcriptomics
- Single-Cell
- Persistent Homology
- Generative Adversarial Networks
- Markov Chain
- Robustness
- Optimal Transport
- Stochastic Gradient Descent
- Machine Learning
- Neural Networks
- Deep Learning
- Approximation Algorithms
- Random Projections
- Adversarial Examples
- Ricci Curvature
- Bayesian Monte Carlo
- Backpropagation Learning
- Image Synthesis
- Self-Organizing Maps
- Topological Methods
Size is their works in the topics tagged with each word, from their 8 largest topics. Each links to the topic it comes from most.
All 20 words, with their numbers
- Deep Learning94 topics
- Neural Networks94 topics
- Approximation Algorithms62 topics
- Machine Learning42 topics
- Random Projections41 topic
- Stochastic Gradient Descent41 topic
- Adversarial Examples31 topic
- Optimal Transport31 topic
- Ricci Curvature31 topic
- Robustness31 topic
- Bayesian Monte Carlo21 topic
- Markov Chain21 topic
- Backpropagation Learning11 topic
- Generative Adversarial Networks11 topic
- Image Synthesis11 topic
- Persistent Homology11 topic
- Self-Organizing Maps11 topic
- Single-Cell11 topic
- Topological Methods11 topic
- Transcriptomics11 topic
Where does Lénaïc Chizat work?
Lénaïc Chizat's main affiliation in the publication record is École Normale Supérieure - PSL, France.
How many publications and citations does Lénaïc Chizat have?
Science Explorer counts 17 works and 99 citations for Lénaïc Chizat, ranking #630,428 of 1,633,909 researchers worldwide on the composite score.
Ranked on field-normalised excellence (50%), output (30%) and citations (20%). Counts come from OpenAlex author records, which occasionally merge different people who share a name or split one person into several.
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