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Melanie Weber

9 papers at tracked venues · 8 at CORE A* · active 2024–2026

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Venues

ICLR ×3NeurIPS ×3AAAI ×1COLT ×1WWW ×1

Frequent coauthors

Lukas Fesser
×3
Bobak T. Kiani
×3
Stefanie Jegelka
×2
Behrooz Tahmasebi
×1
Raphaël Pellegrin
×1
Zakhar Shumaylov
×1
Peter Zaika
×1
James Rowbottom
×1
Ferdia Sherry
×1
Carola-Bibiane Schönlieb
×1
Menglin Yang
×1
Yifei Zhang
×1

Papers

  1. Data Augmentation: A Fourier Analysis Perspective
    COLT 2026 ·
    Behrooz Tahmasebi
    , Melanie Weber,
    Stefanie Jegelka
  2. Higher-Order Learning with Graph Neural Networks via Hypergraph Encodings
    NeurIPS 2025 ·
    Raphaël Pellegrin
    ,
    Lukas Fesser
    , Melanie Weber
  3. Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups
    ICLR 2025 ·
    Zakhar Shumaylov
    ,
    Peter Zaika
    ,
    James Rowbottom
    ,
    Ferdia Sherry
    , Melanie Weber,
    Carola-Bibiane Schönlieb
  4. Towards Non-Euclidean Foundation Models: Advancing AI Beyond Euclidean Frameworks
    WWW 2025 ·
    Menglin Yang
    ,
    Yifei Zhang
    ,
    Jialin Chen
    , Melanie Weber,
    Rex Ying
  5. Effective Structural Encodings via Local Curvature Profiles
    ICLR 2024 ·
    Lukas Fesser
    , Melanie Weber
  6. Exploiting Data Geometry in Machine Learning
    AAAI 2024 · Melanie Weber
  7. Hardness of Learning Neural Networks under the Manifold Hypothesis
    NeurIPS 2024 ·
    Bobak T. Kiani
    ,
    Jason Wang
    , Melanie Weber
  8. On the hardness of learning under symmetries
    ICLR 2024 ·
    Bobak T. Kiani
    ,
    Thien Le
    ,
    Hannah Lawrence
    ,
    Stefanie Jegelka
    , Melanie Weber
  9. Unitary Convolutions for Learning on Graphs and Groups
    NeurIPS 2024 ·
    Bobak T. Kiani
    ,
    Lukas Fesser
    , Melanie Weber