Author

M. Akewar

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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

Preprint Aug 2026

SafeCommit: Certifying When Memory-Grounded Agents May Safely Act

SafeCommit, a risk controlled layer between agent reasoning and external execution, is introduced, a calibrated set of plausible latent worlds from memory, observations, tool outputs, provenance, and policy constraints that permits a side effectful action only when a conformal action certificate shows that the action i...

M. Akewar, Ravi Ranjan · 2 citations