Fabian Fumagalli

Orcid: 0000-0003-3955-3510

According to our database1, Fabian Fumagalli authored at least 10 papers between 2022 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
No learning rates needed: Introducing SALSA - Stable Armijo Line Search Adaptation.
CoRR, 2024

KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Incremental permutation feature importance (iPFI): towards online explanations on data streams.
Mach. Learn., December, 2023

iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.
Proceedings of the Explainable Artificial Intelligence, 2023

iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.
Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023

SHAP-IQ: Unified Approximation of any-order Shapley Interactions.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

On Feature Removal for Explainability in Dynamic Environments.
Proceedings of the 31st European Symposium on Artificial Neural Networks, 2023

2022
Agnostic Explanation of Model Change based on Feature Importance.
Künstliche Intell., 2022


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