Melanie Weber
11 papers · 2020–2025 · 7 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (21) π§ Keyword Pioneer π Cross-Pollinator (15) π Renaissance Researcher (6) π Interdisciplinary Bridge
π
Conference Polyglot
(7)
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Academic Marathon
(5)
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Grand Slam
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Century Club
(11)
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Prolific Year
(5)
Conferences
ICLR (3)
NIPS (3)
AAAI (1)
AISTATS (1)
EMNLP (1)
ICML (1)
JMLR (1)
Top co-authors
Keywords
representation learning
(3)
hyperbolic space
(2)
graph clustering
(1)
convex optimization
(1)
manifold optimization
(1)
perceptron algorithm
(1)
statistical query
(1)
matrix scaling
(1)
nearest neighbor
(1)
large-margin classifier
(1)
community detection
(1)
concave-convex procedure
(1)
geometric structure
(1)
complexity bound
(1)
learning theory
(1)
high-dimensional datum
(1)
spectral method
(1)
inductive bia
(1)
language model
(1)
statistical learning
(1)
Papers
Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups
ICLR 2025
Curvature-based Clustering on Graphs
JMLR 2025
Unitary Convolutions for Learning on Graphs and Groups
NIPS 2024
Effective Structural Encodings via Local Curvature Profiles
ICLR 2024
On the hardness of learning under symmetries
ICLR 2024
Exploiting Data Geometry in Machine Learning
AAAI 2024
Hardness of Learning Neural Networks under the Manifold Hypothesis
NIPS 2024
Mixed-domain Language Modeling for Processing Long Legal Documents
EMNLP 2023
Global optimality for Euclidean CCCP under Riemannian convexity
ICML 2023
Neighborhood Growth Determines Geometric Priors for Relational Representation Learning
AISTATS 2020
Robust large-margin learning in hyperbolic space
NIPS 2020