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Yuan-Dong Pan

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#artificial intelligence Preprint Sep 2026

PrivateHub: Contrastive Diffusion Model for Private Sensor-Intensive Environment Data Generation

This work introduces Privatehub, which uses contrastive learning within a diffusion model to generate synthetic multi-sensor streams that keep non-private applications detectable while concealing private ones in sensor-intensive environments.

Jie-Chao Gao, Yuan-Dong Pan, Jie Wang et al. · 0 citations
#artificial intelligence Preprint Aug 2026

EGT-KG: Evidence-Grounded Typed KG Retrieval for Practical Scientific QA with Small Language Models

The Evidence-Grounded Typed Knowledge Graph (EGT-KG), a retrieval framework to improve information retrieval with local SLMs is proposed, showing that EGT-KG outperforms the vanilla RAG method in most settings, with the best improvement from llama3:8b.

Mu-Ran Yu, Jie-Chao Gao, Yuan-Dong Pan et al. · 0 citations

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