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2020 – today
- 2025
[j2]Tuwe Löfström
, Helena Löfström, Ulf Johansson, Cecilia Sönströd, Rudy Matela:
Calibrated explanations for regression. Mach. Learn. 114(4): 100 (2025)- 2024
- [j1]Helena Löfström, Tuwe Löfström, Ulf Johansson, Cecilia Sönströd:
Calibrated explanations: With uncertainty information and counterfactuals. Expert Syst. Appl. 246: 123154 (2024) - [c5]Tuwe Löfström, Helena Löfström, Ulf Johansson:
Calibrated Explanations for Multi-class. COPA 2024: 175-194 - [c4]Helena Löfström, Lars Carlsson, Ernst Ahlberg:
Testing Exchangeability between Real and Synthetic Data. COPA 2024: 424-431 - [c3]Helena Löfström, Tuwe Löfström:
Conditional Calibrated Explanations: Finding a Path Between Bias and Uncertainty. xAI (1) 2024: 332-355 - [i6]Helena Löfström, Tuwe Löfström, Johan Hallberg Szabadváry:
Ensured: Explanations for Decreasing the Epistemic Uncertainty in Predictions. CoRR abs/2410.05479 (2024) - [i5]Tuwe Löfström, Fatima Rabia Yapicioglu, Alessandra Stramiglio, Helena Löfström, Fabio Vitali:
Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning Models. CoRR abs/2410.21129 (2024) - 2023
- [b1]Helena Löfström:
Trustworthy explanations: Improved decision support through well-calibrated uncertainty quantification. Jönköping University, Sweden, 2023 - [c2]Ulf Johansson, Tuwe Löfström, Cecilia Sönströd, Helena Löfström:
Conformal Prediction for Accuracy Guarantees in Classification with Reject Option. MDAI 2023: 133-145 - [i4]Helena Löfström, Tuwe Löfström, Ulf Johansson, Cecilia Sönströd:
Calibrated Explanations: with Uncertainty Information and Counterfactuals. CoRR abs/2305.02305 (2023) - [i3]Tuwe Löfström, Helena Löfström, Ulf Johansson, Cecilia Sönströd:
Calibrated Explanations for Regression. CoRR abs/2308.16245 (2023) - [i2]Helena Löfström:
On the Definition of Appropriate Trust and the Tools that Come with it. CoRR abs/2309.11937 (2023) - 2022
- [c1]Helena Löfström, Karl Hammar, Ulf Johansson:
A Meta Survey of Quality Evaluation Criteria in Explanation Methods. CAiSE Forum 2022: 55-63 - [i1]Helena Löfström, Karl Hammar, Ulf Johansson:
A Meta Survey of Quality Evaluation Criteria in Explanation Methods. CoRR abs/2203.13929 (2022)
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