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J. Bhimani

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#artificial intelligence Preprint Oct 2026

Do Time-Series QA Systems Read the Time Series? Evidence Use and Reasoning Reliability

In recent years, time-series question answering (QA) systems have made significant progress. However, generating a correct answer does not show whether retaining the supplied numerical series improves task performance, nor whether the prediction is sensitive to changes in that input. While some systems provide rational...

Zhuo-Min Chen, Jing-Chao Ni, Xu Zheng et al. · 0 citations
Preprint Aug 2026

Towards A Unified Information Bottleneck Framework for Time Series Explanations

A unified objective function for explainable time series learning that bridges attribution and counterfactual reasoning within a single framework is proposed and a novel explanation framework is introduced that learns a parametric transformation network to construct explanation-embedded instances.

Xu Zheng, Zichuan Liu, Zhuo-Min Chen et al. · 0 citations

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