Time Series Model Attribution Visualizations as Explanations

27 September 2021

Papers citing "Time Series Model Attribution Visualizations as Explanations"

8 / 8 papers shown

Title
Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain Yuanmin Huang Mi Zhang Zhaoxiang Wang Wenxuan Li Min Yang AAML AI4TS 59 0 0 12 Mar 2025
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction Melkamu Mersha Khang Lam Joseph Wood Ali AlShami Jugal Kalita XAI AI4TS 80 28 0 30 Aug 2024
Interactive dense pixel visualizations for time series and model attribution explanations U. Schlegel Daniel A. Keim FAtt AI4TS XAI 21 0 0 27 Aug 2024
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions U. Schlegel Daniel A. Keim AI4TS 36 1 0 06 Oct 2023
Visual Explanations with Attributions and Counterfactuals on Time Series Classification U. Schlegel Daniela Oelke Daniel A. Keim Mennatallah El-Assady AI4TS FAtt 43 4 0 14 Jul 2023
A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI U. Schlegel Daniel A. Keim AAML AI4TS 35 7 0 11 Jul 2023
TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models U. Schlegel D. Lam Daniel A. Keim Daniel Seebacher FAtt AI4TS 43 30 0 17 Sep 2021
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 234 2,238 0 24 Jun 2017