Theo Lacombe
7 papers · 2018–2024 · 5 conferences · across top CS/AI conferences
Achievements
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๐ Interdisciplinary Bridge ๐งญ Keyword Pioneer ๐ Conference Polyglot (5) ๐ Academic Marathon (6) ๐ Cross-Pollinator (11)
๐บ๏ธ
Taxonomy Completionist
(20)
๐ฃ
Hot Topic Early Bird
Conferences
AISTATS (2)
NIPS (2)
ICML (1)
IJCAI (1)
JMLR (1)
Top co-authors
Keywords
topological data analysis
(3)
optimal transport
(3)
persistence diagram
(2)
kl divergence
(1)
point cloud
(1)
graph structure
(1)
topological optimization
(1)
gradient descent
(1)
graph embedding
(1)
minimax estimation
(1)
total variation
(1)
probability measure
(1)
persistent homology
(1)
entropic regularization
(1)
sinkhorn algorithm
(1)
out-of-distribution detection
(1)
latent space
(1)
parametric rate
(1)
sinkhorn divergence
(1)
neural network layer
(1)
Papers
Topological Node2vec: Enhanced Graph Embedding via Persistent Homology
JMLR 2024
Diffeomorphic interpolation for efficient persistence-based topological optimization
NIPS 2024
An Homogeneous Unbalanced Regularized Optimal Transport Model with Applications to Optimal Transport with Boundary
AISTATS 2023
Estimation and Quantization of Expected Persistence Diagrams
ICML 2021
Topological Uncertainty: Monitoring Trained Neural Networks through Persistence of Activation Graphs
IJCAI 2021
PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures
AISTATS 2020
Large Scale computation of Means and Clusters for Persistence Diagrams using Optimal Transport
NIPS 2018