Brendan Leigh Ross
4 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Keyword Champion
(3)
Venues
Top co-authors
Research topics
Keywords
intrinsic dimension
(3)
manifold hypothesis
(2)
diffusion model
(1)
out-of-distribution detection
(1)
stable diffusion
(1)
deep generative model
(1)
local intrinsic dimension
(1)
fokker-planck equation
(1)
ood detection
(1)
data complexity
(1)
image data
(1)
generative modelling
(1)
out of distribution
(1)
dimensionality estimation
(1)
manifold
(1)
likelihood
(1)
representation learning
(1)
pre-trained dgm
(1)
generative model
(1)
Papers
A Geometric Framework for Understanding Memorization in Generative Models
ICLR 2025
A Geometric Explanation of the Likelihood OOD Detection Paradox
ICML 2024
A Geometric View of Data Complexity: Efficient Local Intrinsic Dimension Estimation with Diffusion Models
NeurIPS 2024
Verifying the Union of Manifolds Hypothesis for Image Data
ICLR 2023