Siyan Liu

2 accepted papers

2025

A Smart Multimodal Healthcare Copilot with Powerful LLM Reasoning

Xuejiao Zhao, Siyan Liu, Su-Yin Yang, Chunyan Miao

IJCAI 2025

Misdiagnosis causes significant harm to healthcare systems worldwide, leading to increased costs and patient risks. MedRAG is a smart multimodal healthcare copilot equipped with powerful large language model (LLM) reasoning, designed to enhance medical decision-making. It supports multiple input mod

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2022

PI3NN: Out-of-distribution-aware Prediction Intervals from Three Neural Networks

Siyan Liu, Pei Zhang, Dan Lu, Guannan Zhang

ICLR 2022poster

We propose a novel prediction interval (PI) method for uncertainty quantification, which addresses three major issues with the state-of-the-art PI methods. First, existing PI methods require retraining of neural networks (NNs) for every given confidence level and suffer from the crossing issue in ca…

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