Titouan Vayer

1. Optimal Transport for structured data with application on graphs
   2018/05/23 by Titouan Vayer, Laëtitia Chapel, Vayer, Titouan +7 · 21 citations
   Computer Science · #Complexity and Algorithms in Graphs #Optimization and Search Problems
2. Fused Gromov-Wasserstein distance for structured objects: theoretical foundations and mathematical properties
   2018/11/07 by Titouan Vayer, Vayer, Titouan, Chapel, Laetita +6 · 14 citations
   Mathematics · Computer Science · #Markov Chains and Monte Carlo Methods #Statistical Methods and Inference #Medical Image Segmentation Techniques
3. Sliced Gromov-Wasserstein
   2019/05/24 by Titouan Vayer, Rémi Flamary, Vayer, Titouan +7 · 8 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Medical Image Segmentation Techniques #Advanced Neural Network Applications
4. CO-Optimal Transport
   2020/02/10 by Ievgen Redko, Redko, Ievgen, Titouan Vayer +5 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Text and Document Classification Technologies
5. Distributional Reduction: Unifying Dimensionality Reduction and Clustering with Gromov-Wasserstein
   2024/02/03 by Hugues Van Assel, Van Assel, Hugues, Cédric Vincent-Cuaz +9 · 2 citations
   Computer Science · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities
   2023/05/23 by Hugues Van Assel, Titouan Vayer, Van Assel, Hugues +5 · 1 citation
   Computer Science · #Advanced Graph Neural Networks #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
7. Schur's Positive-Definite Network: Deep Learning in the SPD cone with structure
   2024/06/13 by Can Pouliquen, Mathurin Massias, Pouliquen, Can +3 · 1 citation
   Computer Science · Engineering · #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Remote-Sensing Image Classification #Sparse and Compressive Sensing Techniques
8. A note on the relations between mixture models, maximum-likelihood and entropic optimal transport
   2025/01/21 by Titouan Vayer, Etienne Lasalle, Vayer, Titouan +1 · 1 voice · 1 citation
   #stat.ML #cs.LG