most citedUniversal Deep GNNs: Rethinking Residual Connection in GNNs from a Path Decomposition Perspective for Preventing the Over-smoothing

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cs.CL2026

NeuronScope: A Multi-Agent Framework for Explaining Polysemantic Neurons in Language Models

Weiqi Liu, Yongliang Miao, Haiyan Zhao +2

Neuron-level interpretation in large language models (LLMs) is fundamentally challenged by widespread polysemanticity, where individual neurons respond to multiple distinct semanti…