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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

Multimodal knowledge editing (MKE) aims to efficiently rectify outdated or incorrect knowledge in multimodal large language models (MLLMs) while preserving reliability, generality, and locality. Recently, in-context editing (ICE) has emerged as a prevalent paradigm for MKE, focusing on inference-time context manipulati...

Chao Jiang, Jinzhi Liao, Xiang Zhao · 1 citation

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