PPaperPicks

Barbara Hammer

Bielefeld University, Faculty of Technology, Bielefeld, Germany

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

DBLP profile ↗ORCID 0000-0002-0935-5591 ↗Google Scholar ↗Homepage ↗

Venues

ECML-PKDD ×3NeurIPS ×3AAAI ×2AISTATS ×2EMNLP ×1GECCO ×1ICCV ×1ICLR ×1ICML ×1NAACL ×1

Frequent coauthors

Fabian Fumagalli
×9
Maximilian Muschalik
×9
Eyke Hüllermeier
×9
Luca Hermes
×4
Janine Strotherm
×3
Patrick Kolpaczki
×3
Henning Wachsmuth
×2
Hubert Baniecki
×2
Inaam Ashraf
×2
Jasmin Brandt
×1
Timo Kötzing
×1
Jurek Sander
×1

Papers

  1. Analysis of Search Heuristics in the Multi-Armed Bandit Setting
    GECCO 2026 ·
    Jasmin Brandt
    , Barbara Hammer,
    Timo Kötzing
    ,
    Jurek Sander
  2. AI-Generated Video Detection via Perceptual Straightening
    NeurIPS 2025 ·
    Christian Internò
    ,
    Robert Geirhos
    ,
    Markus Olhofer
    ,
    Sunny Liu
    , Barbara Hammer,
    David A. Klindt
  3. Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection
    NAACL 2025 ·
    Maximilian Spliethöver
    ,
    Tim Knebler
    ,
    Fabian Fumagalli
    ,
    Maximilian Muschalik
    , Barbara Hammer,
    Eyke Hüllermeier
    ,
    Henning Wachsmuth
  4. Causal Explanation of Concept Drift - A Truly Actionable Approach
    ECML-PKDD 2025 ·
    David Komnick
    ,
    Kathrin Lammers
    , Barbara Hammer,
    Valerie Vaquet
    ,
    Fabian Hinder
  5. Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks
    ICLR 2025 ·
    Maximilian Muschalik
    ,
    Fabian Fumagalli
    ,
    Paolo Frazzetto
    ,
    Janine Strotherm
    ,
    Luca Hermes
    ,
    Alessandro Sperduti
    ,
    Eyke Hüllermeier
    , Barbara Hammer
  6. Explaining Similarity in Vision-Language Encoders with Weighted Banzhaf Interactions
    NeurIPS 2025 ·
    Hubert Baniecki
    ,
    Maximilian Muschalik
    ,
    Fabian Fumagalli
    , Barbara Hammer,
    Eyke Hüllermeier
    ,
    Przemyslaw Biecek
  7. Go with the Flow: Leveraging Physics-Informed Gradients to Solve Real-World Problems in Water Distribution Systems
    ECML-PKDD 2025 ·
    Inaam Ashraf
    ,
    Janine Strotherm
    ,
    Luca Hermes
    , Barbara Hammer
  8. Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions
    EMNLP 2025 ·
    Meghdut Sengupta
    ,
    Maximilian Muschalik
    ,
    Fabian Fumagalli
    , Barbara Hammer,
    Eyke Hüllermeier
    ,
    Debanjan Ghosh
    ,
    Henning Wachsmuth
  9. MGT: Extending Virtual Try-Off to Multi-Garment Scenarios
    ICCV 2025 ·
    Riza Velioglu
    ,
    Petra Bevandic
    ,
    Robin Chan
    , Barbara Hammer
  10. Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
    AISTATS 2025 ·
    Fabian Fumagalli
    ,
    Maximilian Muschalik
    ,
    Eyke Hüllermeier
    , Barbara Hammer,
    Julia Herbinger
  11. Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
    AAAI 2024 ·
    Maximilian Muschalik
    ,
    Fabian Fumagalli
    , Barbara Hammer,
    Eyke Hüllermeier
  12. KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions
    ICML 2024 ·
    Fabian Fumagalli
    ,
    Maximilian Muschalik
    ,
    Patrick Kolpaczki
    ,
    Eyke Hüllermeier
    , Barbara Hammer
  13. Physics-Informed Graph Neural Networks for Water Distribution Systems
    AAAI 2024 ·
    Inaam Ashraf
    ,
    Janine Strotherm
    ,
    Luca Hermes
    , Barbara Hammer
  14. SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification
    AISTATS 2024 ·
    Patrick Kolpaczki
    ,
    Maximilian Muschalik
    ,
    Fabian Fumagalli
    , Barbara Hammer,
    Eyke Hüllermeier
  15. Targeted Visualization of the Backbone of Encoder LLMs
    ECML-PKDD 2024 ·
    Isaac Roberts
    ,
    Alexander Schulz
    ,
    Sarah Schröder
    ,
    Luca Hermes
    , Barbara Hammer
  16. shapiq: Shapley Interactions for Machine Learning
    NeurIPS 2024 ·
    Maximilian Muschalik
    ,
    Hubert Baniecki
    ,
    Fabian Fumagalli
    ,
    Patrick Kolpaczki
    , Barbara Hammer,
    Eyke Hüllermeier