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large language models 2agentic systems 1episodic memory 1error diagnosis 1explainable AI 1graph-based memory 1graph neural networks 1inference scaling 1information bottleneck 1interpretability 1sparse explanations 1temporal difference learning 1

From the 3 of 18 linked papers with an AI index.

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20242026
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cs.CL2025

Towards Structurally Explainable Machine-Generated Text Detection: A Graph-Perspective Framework

Xu Zheng, Zhuomin Chen, Esteban Schafir +7

Despite the success of machine-generated text detectors, the black-box nature remains a critical limitation. Traditional explainability methods rely on token-level saliency, insuff…