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#artificial intelligence Preprint Oct 2026

ReCast: Contract-Preserving Protection for Fixed-Interface Multimodal Reasoning

Remote multimodal models offer strong numerical reasoning capabilities over charts and speech, but sending private inputs risks exposing sensitive content. Text-only sanitization cannot directly satisfy fixed media interfaces, while identity anonymization leaves the underlying task content exposed. We introduce ReCast,...

Bing-Chen Pei, Li-Chong Chen, Bing Zhao et al. · 0 citations
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

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