Benjamin Aubin
6 papers · 2018–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(20)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
approximate message passing
(3)
diffusion model
(2)
generalization error
(2)
conditional generation
(2)
high-dimensional inference
(1)
depth estimation
(1)
image-to-image translation
(1)
high-dimensional analysis
(1)
image inpainting
(1)
state evolution
(1)
random matrix theory
(1)
graphical model
(1)
spectral algorithm
(1)
generative prior
(1)
latent space
(1)
factor graph
(1)
few-step generation
(1)
tree-structured model
(1)
free entropy
(1)
committee machine
(1)
Papers
Flash Diffusion: Accelerating Any Conditional Diffusion Model for Few Steps Image Generation
AAAI 2025
LBM: Latent Bridge Matching for Fast Image-to-Image Translation
ICCV 2025
Tree-AMP: Compositional Inference with Tree Approximate Message Passing
JMLR 2023
Generalization error in high-dimensional perceptrons: Approaching Bayes error with convex optimization
NeurIPS 2020
The spiked matrix model with generative priors
NeurIPS 2019
The committee machine: Computational to statistical gaps in learning a two-layers neural network
NeurIPS 2018