2024-11-04 10:02:00

Ø 个人简介

范晨悠.jpg


范晨悠,华南师范大学人工智能学院“青年拔尖”副教授,硕士生导师。于2011年获得南京大学计算机学士学位;2019年获得美国 Indiana University Bloomington (印第安纳大学布鲁明顿分校) 博士学位。于2018-2020年在美国硅谷的京东公司、谷歌公司工作。在TPAMI,CVPR, KDD, NeurIPS, AAAI, ACM MM, IJCAI 等顶级国际期刊和会议上发表10多篇学术工作,谷歌引用1000多次。现主持国自然青年基金一项,广东省面上项目一项。

 

Ø 研究领域

机器学习、计算机视觉、分布式机器学习、多智能体感知与决策、时序数据分析、金融量化机器学习

 

Ø 期刊

[1]Junjie Hu, Chenyou Fan, Ozay, Mete, Hualie Jiang, Lam, Tin Lun. Dense Depth Distillation with Out-of-Distribution Simulated Images.  Knowledge-Based Systems

[2]Junjie Hu, Chenyou Fan,Liguang Zhou,Gao, Qing, Liu, Honghai, Lam, Tin Lun. Lifelong-MonoDepth: Lifelong Learning for Multidomain Monocular Metric Depth Estimation. IEEE Transactions on Neural Networks and Learning Systems

[3]Chenyou Fan, Junjie Hu, Jianwei Huang*. Few-Shot Multi-Agent Perception with Ranking-Based Feature Learning.  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

[4]Junjie Hu, Chenyu Bao, Mete Ozay, Chenyou Fan, Qing Gao, Honghai Liu, Tin Lun Lam*. Deep Depth Completion from Extremely Sparse Data: A Survey.  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

[5]陆恒杨, 范晨悠, 吴小俊. 面向网络社交媒体的少样本新冠谣言检测.  中文信息学报

[6]Hengyang Lu, Chenyou Fan. Few-shot COVID-19 Rumor Detection for Online Social Media.  PeerJ Computer Science

[7]Chenyou Fan, David Crandall*. DeepDiary: Lifelogging Image Captioning and Summarization.  Journal of Visual Communication and Image Representation

 

Ø 会议论文

[1]Xiangyang Liu, Yi Zhu, Tianqi Pang, Kui Xue, Xiaofan Zhang, Chenyou Fan*. Medical Document Embedding Enhancement with Heterogeneous Mixture-of-Experts. International Conference on Bioinformatics and Biomedicine (BIBM)

[2]江金钢, 范晨悠*. Low-Parameter Federated Learning with Large Language Models. CCF中国信息系统及应用大会(WISA 2024), 大会口头汇报 (oral presentation)

[3]Chenyou Fan, Heng-yang Lu, Aimin Huang. A Novel Differentiable Rank Learning Method Towards Stock Movement Quantile Forecasting. European Conference on Artificial Intelligence (ECAI-2023)

[4]Tianqi Pang, Kehui Tan, Chenyou Fan*. Carbon Price Forecasting with Quantile Regression and Feature Selection. International Conference on Data Mining and Knowledge Discovery (DMKD 2023)

[5]Xiangyang Liu, Tianqi Pang, Chenyou Fan*. Federated Prompting and Chain-of-Thought Reasoning for Improving LLMs Answering.International Conference on Knowledge Science, Engineering and Management (KSEM 2023)

[6]Heng-yang Lu, Chenyou Fan. Where to Attack: A Dynamic Locator Model for Backdoor Attack in Text Classifications . International Conference on Computational Linguistics, COLING-22

[7]Chenyou Fan. Private Semi-Supervised Federated Learning. International Joint Conference on Artificial Intelligence, IJCAI-2022

[8]Chenyou Fan. Few-Shot Multi-Agent Perception. ACM Multimedia, MM-21

[9]Tianyi Lin, Chenyou Fan, Marco Cuturi, Michael I. Jordan. Projection Robust Wasserstein Distance and Riemannian Optimization. International Conference on Neural Information Processing, NeurIPS-20

[10]Chenyou Fan, Heng Huang. Multi-Horizon Time Series Forecasting with Temporal Attention Learning. Knowledge Discovery and Data Mining, KDD-19

[11]Chenyou Fan, Heng Huang. Heterogeneous Memory Enhanced Multimodal Attention Model for Video Question Answering. Computer Vision and Pattern Recognition, CVPR-19

[12]Mingze Xu, Chenyou Fan, Michael S. Ryoo, David Crandall*. Joint Person Segmentation and Identification in Synchronized First-and Third-person Videos. European Conference on Computer Vision

[13]Chenyou Fan, David J. Crandall, Michael S. Ryoo*. Identifying first-person camera wearers in third-person videos. Computer Vision and Pattern Recognition, CVPR-17

[14]AJ Piergiovanni, Chenyou Fan, Michael S. Ryoo*. Learning Latent Sub-events in Activity Videos Using Temporal Attention Filters. Conference on Artificial Intelligence , AAAI-17

 

Ø 专利

[1]申请202411472658.2. 一种基于大语言模型的机器人路径规划感知方法和系统. 2024.10. 范晨悠, 凌绍彬

[2]授权CN113377959 B. 基于元学习及深度学习的少样本社交媒体谣言检测方法. 2022.12. 陆恒杨, 范晨悠

 

Ø 联系方式

Emailfanchenyou@scnu.edu.cn

个人主页:www.scholat.com/fanchenyou 

微信公众号:计算机视觉的小书童

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