Wolfgang Polonik
4 papers · 2022–2025 · 3 conferences · across top CS/AI conferences
Achievements
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๐ Interdisciplinary Bridge ๐งญ Keyword Pioneer ๐ Conference Polyglot (3) ๐ Cross-Pollinator (10) ๐บ๏ธ Taxonomy Completionist (11)
๐
Trend Setter
Conferences
JMLR (2)
AISTATS (1)
UAI (1)
Top co-authors
Keywords
manifold learning
(1)
density estimation
(1)
point cloud
(1)
nonparametric regression
(1)
convergence guarantee
(1)
convergence rate
(1)
minimax rate
(1)
spectral method
(1)
weighted graph
(1)
laplacian eigenmap
(1)
sobolev space
(1)
laplace-beltrami operator
(1)
topological regularization
(1)
density ridge
(1)
ridge estimation
(1)
filamentary structure
(1)
subspace constrained mean shift
(1)
adaptation method
(1)
regression on manifold
(1)
topological penalties
(1)
Papers
Algorithms for ridge estimation with convergence guarantees
JMLR 2025
Minimax Optimal Nonsmooth Nonparametric Regression via Fractional Laplacian Eigenmaps
UAI 2025
Adaptive and non-adaptive minimax rates for weighted Laplacian-Eigenmap based nonparametric regression
AISTATS 2024
Topologically penalized regression on manifolds
JMLR 2022