Search Results for author: Yuxin Yang

Found 12 papers, 3 papers with code

Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours

no code implementations28 Dec 2024 Yuxin Yang, Hongkuan Zhou, Rajgopal Kannan, Viktor Prasanna

To address these shortcomings, we propose a practical comparative evaluation framework that performs a design space search across well-known TGNN modules based on a unified, optimized code implementation.

Benchmarking

Learning Group Interactions and Semantic Intentions for Multi-Object Trajectory Prediction

1 code implementation20 Dec 2024 Mengshi Qi, Yuxin Yang, Huadong Ma

Effective modeling of group interactions and dynamic semantic intentions is crucial for forecasting behaviors like trajectories or movements.

Prediction Trajectory Prediction

LLM-based Privacy Data Augmentation Guided by Knowledge Distillation with a Distribution Tutor for Medical Text Classification

no code implementations26 Feb 2024 Yiping Song, Juhua Zhang, Zhiliang Tian, Yuxin Yang, Minlie Huang, Dongsheng Li

As sufficient data are not always publically accessible for model training, researchers exploit limited data with advanced learning algorithms or expand the dataset via data augmentation (DA).

Data Augmentation Knowledge Distillation +2

Uncovering the human motion pattern: Pattern Memory-based Diffusion Model for Trajectory Prediction

no code implementations5 Jan 2024 Yuxin Yang, Pengfei Zhu, Mengshi Qi, Huadong Ma

To uncover latent motion patterns in human behavior, we introduce a novel memory-based method, named Motion Pattern Priors Memory Network.

Autonomous Driving Retrieval +1

Towards Efficient Object Re-Identification with A Novel Cloud-Edge Collaborative Framework

no code implementations4 Jan 2024 Chuanming Wang, Yuxin Yang, Mengshi Qi, Huadong Ma

Object re-identification (ReID) is committed to searching for objects of the same identity across cameras, and its real-world deployment is gradually increasing.

Collaborative Inference Object

GROVE: A Retrieval-augmented Complex Story Generation Framework with A Forest of Evidence

no code implementations9 Oct 2023 Zhihua Wen, Zhiliang Tian, Wei Wu, Yuxin Yang, Yanqi Shi, Zhen Huang, Dongsheng Li

Finally, we select the most fitting chains of evidence from the evidence forest and integrate them into the generated story, thereby enhancing the narrative's complexity and credibility.

Retrieval Story Generation

FSD: An Initial Chinese Dataset for Fake Song Detection

1 code implementation5 Sep 2023 Yuankun Xie, Jingjing Zhou, Xiaolin Lu, Zhenghao Jiang, Yuxin Yang, Haonan Cheng, Long Ye

In this paper, we initially construct a Chinese Fake Song Detection (FSD) dataset to investigate the field of song deepfake detection.

Audio Deepfake Detection Face Swapping +3

Decreased serum vitamin D level as a prognostic marker in patients with COVID-19

no code implementations25 Dec 2022 Ruyi Qu, Qiuji Yang, Yingying Bi, Jiajing Cheng, Mengna He, Xin Wei, Yiqi Yuan, Yuxin Yang, Jinlong Qin

ROC curve showed the serum vitamin D level could predict the severity classification and prognosis of COVID-19 significantly. Conclusions: Serum 25(OH)D3 level is independently associated with the severity of COVID-19 in elderly, and it could be used as a predictor of the severity of COVID-19.

Prognosis

Making Invisible Visible: Data-Driven Seismic Inversion with Spatio-temporally Constrained Data Augmentation

no code implementations22 Jun 2021 Yuxin Yang, Xitong Zhang, Qiang Guan, Youzuo Lin

To validate the effectiveness of our data augmentation techniques, we apply them to solve a subsurface seismic full-waveform inversion using simulated CO$_2$ leakage data.

Data Augmentation Seismic Imaging +1

Cannot find the paper you are looking for? You can Submit a new open access paper.