Guillaume Huguet
8 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🐝 Cross-Pollinator (11) 🌍 Conference Polyglot (4) 🧭 Keyword Pioneer 🌉 Interdisciplinary Bridge 🌈 Renaissance Researcher (5)
🗺️
Taxonomy Completionist
(16)
🔥
Unstoppable
(5)
Conferences
NIPS (3)
AISTATS (2)
ICML (2)
ICLR (1)
Top co-authors
Keywords
manifold learning
(4)
optimal transport
(3)
geodesic distance
(2)
flow matching
(2)
reinforcement learning from human feedback
(1)
protein design
(1)
trajectory inference
(1)
score matching
(1)
riemannian geometry
(1)
diffusion model
(1)
neural ordinary differential equation
(1)
schrödinger bridge
(1)
heat kernel
(1)
protein language model
(1)
earth mover distance
(1)
schrodinger bridge
(1)
stochastic dynamics
(1)
manifold embedding
(1)
distribution embedding
(1)
fisher information metric
(1)
Papers
Geometry-Aware Generative Autoencoders for Warped Riemannian Metric Learning and Generative Modeling on Data Manifolds
AISTATS 2025
SE(3)-Stochastic Flow Matching for Protein Backbone Generation
ICLR 2024
Sequence-Augmented SE(3)-Flow Matching For Conditional Protein Generation
NIPS 2024
Simulation-Free Schrödinger Bridges via Score and Flow Matching
AISTATS 2024
Neural FIM for learning Fisher information metrics from point cloud data
ICML 2023
A Heat Diffusion Perspective on Geodesic Preserving Dimensionality Reduction
NIPS 2023
Manifold Interpolating Optimal-Transport Flows for Trajectory Inference
NIPS 2022
Diffusion Earth Mover’s Distance and Distribution Embeddings
ICML 2021