Christoph Düsing

19 papers B 3C 1Journal 8Unranked 7
YearRankTypeTitle / Venue / Authors
2026 J jnl
Do Metrics for Counterfactual Explanations Align with User Perception?
CoRR
Felix Liedeker, Basil Ell, Philipp Cimiano, Christoph Düsing
2026 B conf
Toward Improved Time-Series Explanations for Federated Learning in Healthcare.
IDA
Christoph Düsing, Philipp Cimiano
2025 J jnl
Distribution-Controlled Client Selection to Improve Federated Learning Strategies.
CoRR
Christoph Düsing, Philipp Cimiano
2025 J jnl
Federated Markov Imputation: Privacy-Preserving Temporal Imputation in Multi-Centric ICU Environments.
CoRR
Christoph Düsing, Philipp Cimiano
2025 J jnl
Improving Early Sepsis Onset Prediction Through Federated Learning.
CoRR
Christoph Düsing, Philipp Cimiano
2025 J jnl
Leveraging local data sampling strategies to improve federated learning.
Int. J. Data Sci. Anal.
Christoph Düsing, Philipp Cimiano, Benjamin Paaßen
2025 J jnl
Modeling higher-order social influence using multi-head graph attention autoencoder.
Inf. Syst.
Elnaz Meydani, Christoph Düsing, Matthias Trier
2025 J jnl
Rethinking federated learning as a digital platform for dynamic and value-driven participation.
Future Gener. Comput. Syst.
Christoph Düsing, Philipp Cimiano
2025 — conf
SHAP-FL: Improving Explainability for Multicentric Sepsis Onset Prediction Through Background Dataset Synthesis.
AIME (1)
Christoph Düsing, Philipp Cimiano
2025 — conf
Towards Lightweight Input Control for Cross-Device Federated Learning With Dynamic Participation.
FedEdge-AI@MobiCom
Christoph Düsing, Philipp Cimiano
2024 — conf
An Empirical Investigation of Users' Assessment of XAI Explanations: Identifying the Sweet Spot of Explanation Complexity and Value.
xAI (Late-breaking Work, Demos, Doctoral Consortium)
Felix Liedeker, Christoph Düsing, Marcel Nieveler, Philipp Cimiano
2024 — conf
Design of an Explainable Input Control for Cross-Company Federated Learning.
ECIS
Christoph Düsing, Marco Röder, Frédéric Thiesse, Philipp Cimiano
2024 J jnl
Integrating federated learning for improved counterfactual explanations in clinical decision support systems for sepsis therapy.
Artif. Intell. Medicine
Christoph Düsing, Philipp Cimiano, Sebastian Rehberg, Christiane Scherer, Olaf Kaup, Christiane Köster, Stefan Hellmich, Daniel Herrmann, Kirsten Laura Meier, Simon Claßen, Rainer Borgstedt
2024 B conf
Leveraging Local Data Sampling Strategies to Improve Federated Learning (Extended Abstract).
DSAA
Christoph Düsing, Philipp Cimiano, Benjamin Paaßen
2024 — conf
Monitoring Concept Drift in Continuous Federated Learning Platforms.
IDA (2)
Christoph Düsing, Philipp Cimiano
2023 B conf
Federated Learning to Improve Counterfactual Explanations for Sepsis Treatment Prediction.
AIME
Christoph Düsing, Philipp Cimiano
2022 C conf
On the Trade-off Between Benefit and Contribution for Clients in Federated Learning in Healthcare.
ICMLA
Christoph Düsing, Philipp Cimiano
2022 — conf
The "Black Box" of Social Commerce Platforms - A Closer Look at Users' Activities.
Wirtschaftsinformatik
Elnaz Meydani, Christoph Düsing, Annamaria Fedrau, Matthias Trier
2021 — conf
Towards a Trust-aware Item Recommendation System on a Graph Autoencoder with Attention Mechanism.
Wirtschaftsinformatik
Elnaz Meydani, Christoph Düsing, Matthias Trier