Helena Löfström

According to our database, Helena Löfström authored at least 12 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Calibrated explanations for regression.

Tuwe Löfström, Helena Löfström, Ulf Johansson, Cecilia Sönströd, Rudy Matela

Mach. Learn., April, 2025

2024

Calibrated explanations: With uncertainty information and counterfactuals.

Helena Löfström, Tuwe Löfström, Ulf Johansson, Cecilia Sönströd

Expert Syst. Appl., 2024

Fast Calibrated Explanations: Efficient and Uncertainty-Aware Explanations for Machine Learning Models.

Tuwe Löfström, Fatima Rabia Yapicioglu, Alessandra Stramiglio, Helena Löfström, Fabio Vitali

CoRR, 2024

Ensured: Explanations for Decreasing the Epistemic Uncertainty in Predictions.

Helena Löfström, Tuwe Löfström, Johan Hallberg Szabadváry

CoRR, 2024

Conditional Calibrated Explanations: Finding a Path Between Bias and Uncertainty.

Helena Löfström, Tuwe Löfström

Proceedings of the Explainable Artificial Intelligence, 2024

Calibrated Explanations for Multi-class.

Tuwe Löfström, Helena Löfström, Ulf Johansson

Proceedings of the 13th Symposium on Conformal and Probabilistic Prediction with Applications, 2024

Testing Exchangeability between Real and Synthetic Data.

Helena Löfström, Lars Carlsson, Ernst Ahlberg

Proceedings of the 13th Symposium on Conformal and Probabilistic Prediction with Applications, 2024

2023

Trustworthy explanations: Improved decision support through well-calibrated uncertainty quantification

Helena Löfström

PhD thesis, 2023

On the Definition of Appropriate Trust and the Tools that Come with it.

Helena Löfström

CoRR, 2023

Calibrated Explanations for Regression.

Tuwe Löfström, Helena Löfström, Ulf Johansson, Cecilia Sönströd

CoRR, 2023

Conformal Prediction for Accuracy Guarantees in Classification with Reject Option.

Ulf Johansson, Tuwe Löfström, Cecilia Sönströd, Helena Löfström

Proceedings of the Modeling Decisions for Artificial Intelligence, 2023

2022

A Meta Survey of Quality Evaluation Criteria in Explanation Methods.

Helena Löfström, Karl Hammar, Ulf Johansson

Proceedings of the Intelligent Information Systems, 2022