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Ru-Bing Huang

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Preprint Sep 2026

A$^2$Safe: Counterfactual Evidence-Aligned Adaptive Agent Collaboration for Safe and Effective Visual Question Answering

Visual Question Answering (VQA) with Multimodal Large Language Models (MLLMs) requires not only producing safe and effective responses, but also grounding safety decisions in the multimodal evidence that determines risk. Recent safety-alignment methods improve refusal behavior and contextual risk awareness, yet correct...

Quan-Xing Xu, Ling Zhou, Xian Zhong et al. · 0 citations
Preprint Aug 2026

EGRL: Edge generation-guided relation-aware learning for RNA-protein interaction prediction

Edge Generation-guided Relation-aware Learning (EGRL) is proposed, a novel framework with several key components: implicit meta-path learning to capture relational semantics without handcrafted paths; a multi-relation-aware attention mechanism for adaptive fusion of interaction patterns; a graph generator that predicts...

Danyu Li, Ling Zhou, Ru-Bing Huang et al. · 0 citations

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