Iskander Azangulov
5 papers · 2021–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(12)
🏆
Keyword Champion
(2)
Conferences
JMLR (3)
AISTATS (1)
COLT (1)
Top co-authors
Keywords
gaussian process
(4)
bayesian learning
(2)
stationary kernel
(2)
covariance kernel
(2)
matern kernel
(2)
non-euclidean space
(2)
fourier feature
(1)
geometric learning
(1)
inducing point
(1)
kernel methods
(1)
graph neural network
(1)
symmetric space
(1)
stochastic partial differential equation
(1)
non-compact symmetric space
(1)
uncertainty quantification
(1)
gaussian processes
(1)
lie group
(1)
heat kernel
(1)
Papers
Linear Convergence of Diffusion Models Under the Manifold Hypothesis
COLT 2025
The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs
JMLR 2025
Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces I: the compact case
JMLR 2024
Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces II: non-compact symmetric spaces
JMLR 2024
Matérn Gaussian Processes on Graphs
AISTATS 2021