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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Chao Jiang

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Conference Aug 2026

Graph-Verified Bootstrapping for Multi-Hop Knowledge Reasoning

Multi-hop knowledge reasoning over knowledge graphs remains fundamentally challenging under weak supervision, as lightweight models lack intermediate signals for relation composition, while large language models suffer from hallucinations. We propose a graph-verified bootstrapping framework that exploits the knowledge...

Jun-Lin Zhang, Runhao Zhao, Zi-Jie Wu et al. · 0 citations
Book Open access Jul 2026

NeuCon-ICE: Neuron-Level Controllable In-Context Editing for Multimodal Large Language Models

A neuron-level controllable ICE framework for MKE, namely NeuCon-ICE, which consists of a multimodal contextual neuron identification module that aims to determine where to edit by identifying the tightly coupled multimodal contextual neurons, and a context-aware neuron editing module that aims to determine how to edit...

Chao Jiang, Jin-Zhi Liao, Xiang Zhao · 1 citation

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