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Barbara Hammer

Bielefeld University, Faculty of Technology, Bielefeld, Germany

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

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Venues

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

Frequent coauthors

Maximilian Muschalik
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Inaam Ashraf
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Fabian Fumagalli
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Jasmin Brandt
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Christian Internò
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Maximilian Spliethöver
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David Komnick
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Hubert Baniecki
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Meghdut Sengupta
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Riza Velioglu
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Patrick Kolpaczki
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Isaac Roberts
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Papers

  1. Analysis of Search Heuristics in the Multi-Armed Bandit Setting
    GECCO 2026 ·
    Jasmin Brandt
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  2. AI-Generated Video Detection via Perceptual Straightening
    NeurIPS 2025 ·
    Christian Internò
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  3. Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection
    NAACL 2025 ·
    Maximilian Spliethöver
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  4. Causal Explanation of Concept Drift - A Truly Actionable Approach
    ECML-PKDD 2025 ·
    David Komnick
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  5. Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks
    ICLR 2025 ·
    Maximilian Muschalik
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  6. Explaining Similarity in Vision-Language Encoders with Weighted Banzhaf Interactions
    NeurIPS 2025 ·
    Hubert Baniecki
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  7. Go with the Flow: Leveraging Physics-Informed Gradients to Solve Real-World Problems in Water Distribution Systems
    ECML-PKDD 2025 ·
    Inaam Ashraf
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  8. Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions
    EMNLP 2025 ·
    Meghdut Sengupta
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  9. MGT: Extending Virtual Try-Off to Multi-Garment Scenarios
    ICCV 2025 ·
    Riza Velioglu
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  10. Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
    AISTATS 2025 ·
    Fabian Fumagalli
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  11. Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
    AAAI 2024 ·
    Maximilian Muschalik
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  12. KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions
    ICML 2024 ·
    Fabian Fumagalli
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  13. Physics-Informed Graph Neural Networks for Water Distribution Systems
    AAAI 2024 ·
    Inaam Ashraf
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  14. SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification
    AISTATS 2024 ·
    Patrick Kolpaczki
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  15. Targeted Visualization of the Backbone of Encoder LLMs
    ECML-PKDD 2024 ·
    Isaac Roberts
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  16. shapiq: Shapley Interactions for Machine Learning
    NeurIPS 2024 ·
    Maximilian Muschalik
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