5 papers
RIE-SenseNet: Riemannian Manifold Embedding of Multi-Source Industrial Sensor Signals for Robust Pattern Recognition
Xu Wang, Puyu Han, Jiaju Kang +2
Industrial sensor networks produce complex signals with nonlinear structure and shifting distributions. We propose RIE-SenseNet, a novel geometry-aware Transformer model that embed…
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis
Yubao Zhao, Jiaju Kang, Tian Zhang +2
The success of Multimodal Large Language Models (MLLMs) in the medical auxiliary field shows great potential, allowing patients to engage in conversations using physiological signa…
DiffuMural: Restoring Dunhuang Murals with Multi-scale Diffusion
Puyu Han, Jiaju Kang, Yuhang Pan +6
Large-scale pre-trained diffusion models have produced excellent results in the field of conditional image generation. However, restoration of ancient murals, as an important downs…
ECG-Expert-QA: A Benchmark for Evaluating Medical Large Language Models in Heart Disease Diagnosis
Xu Wang, Jiaju Kang, Puyu Han +7
We present ECG-Expert-QA, a comprehensive multimodal dataset for evaluating diagnostic capabilities in electrocardiogram (ECG) interpretation. It combines real-world clinical ECG d…
PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation
Jiaju Kang, Puyu Han, Tian Zhang +1
With the growing adoption of agent-based models in policy evaluation, a pressing question arises: Can such systems effectively simulate and analyze complex social scenarios to info…