黄沛杰 Huang Peijie

博士,系副主任,副教授

华南农业大学,数学与信息学院计算机科学与工程系

主要从事人工智能、机器学习和自然语言处理的研究及应用工作

pjhuang@scau.edu.cn

Page: https://www.scholat.com/pjhuang

Short Biography

黄沛杰,博士,副教授,现工作于华南农业大学数学与信息学院,担任计算机系副主任。主要从事人工智能、机器学习和自然语言处理的研究及应用工作。广东省高等学校“千百十工程”校级学科学术骨干。中国人工智能学会(CAAI)青年论坛 2013-2014 年广州分论坛主席、广东省计算机学会理事、广州智能工程研究会理事、中国计算机学会(CCF)高级会员、青年计算机科技论坛(CCFYOCSEF)广州委员会委员。获得中国人工智能学会 2011-2012 年度全国青年论坛优秀青年科技成果奖。指导学生获得中国中文信息学会主办的首届中文人机对话技术评测用户意图领域分类比赛第1名。发表学术论文 40 多篇,其中 SCI、EI 收录20 多篇,其中JCR Q1区论文2篇,中国计算机学会(CCF)推荐国际学术会议和期刊论文7篇, CCF推荐B类中文科技期刊《中文信息学报》论文11篇。主持和参与国家级、省部级科研项目 13 项。

Publications

口语语言理解

2023

结合边界预测和动态模板方法的槽填充模型

朱展标, 黄沛杰*, 张业兴, 刘树东, 张华林, 谢浩杰, 黄均曜 , 林丕源  

中文信息学报, 2023, 37 (4): 72-80. (计算领域-T1)

[PDF]  [Project Page]

2022

CLID: A Chunk-Level Intent Detection Framework for Multiple Intent Spoken Language Understanding

Haojing Huang, Peijie Huang*, Zhanbiao Zhu, Jia Li, Piyuan Lin.

IEEE Signal Processing Letters, 2022, 29: 2123-2127 (中科院二区)

[PDF]  [Project Page]

A Graph Attention Interactive Refine Framework with Contextual Regularization for Jointing Intent Detection and Slot Filling

Zhanbiao Zhu, Peijie Huang*, Haojing Huang, et al.

In Proceedings of the 47th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2022), Singapore, May 22-27. (CCF-B)

[PDF]  [Project Page]

中文口语语言理解中依赖引导的字特征槽填充模型

朱展标, 黄沛杰*, 张业兴, 刘树东, 张华林, 谢浩杰, 黄均曜, 林丕源.

In Proceedings of the 47th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2022), Singapore, May 22-27. (CCF-B)

[PDF]  [Project Page]

2021

Cross-domain Slot Filling with Distinct Slot Entity and Type Prediction

Shudong Liu, Peijie Huang*, Zhanbiao Zhu, et al.

In Proceedings of the 10th CCF International Conference on Natural Language Processing and Chinese Computing (NLPCC 2021), October 13-17, 2021. (CCF-C)

[PDF]  [Project Page]

对话理解

2023

SDTN: speaker dynamics tracking network for Emotion Recognition in Conversation

Jiawei Chen, Peijie Huang*, Guotai Huang, Qianer Li, Yuhong Xu.

In Proceedings of the 48th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes Island, Greece, June 4-9 (CCF-B)

[PDF]  [Project Page]

2022

Adjacency Pairs-Aware Hierarchical Attention Networks for Dialogue Intent Classification

Jiabao Xu, Peijie Huang*, Youming Peng, et al.

In Proceedings of the 47th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2022), Singapore, May 22-27. (CCF-B)

[PDF]  [Project Page]

话语领域分类

2021

Knowledge-base chat detection with false mention discrimination

Wei Liu, Peijie Huang*, Dongzhu Liang, Zihao Zhou.

In Proceedings of the 46th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2021), Toronto, Canada, Toronto, Canada, June 6-11. (CCF-B)

[PDF]  [Project Page]

GAN-based out-of-domain detection using both in-domain and out-of domain samples

Chaojie Liang, Peijie Huang*, Wenbin Lai, Ziheng Ruan.

In Proceedings of the 46th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2021), Toronto, Canada, June 6-11. (CCF-B)

[PDF]  [Project Page]

2020

结合特殊领域实体识别的远监督话语领域分类

何宇虹, 黄沛杰*, 杜泽峰, 等.

中文信息学报, 2020, 34(5): 10-18. (计算领域-T1)

[PDF]  [Project Page]

基于隐含主题协同注意力网络的领域分类方法

黄培松, 黄沛杰*, 丁健德, 等.

中文信息学报, 2020, 34(2): 73-79. (计算领域-T1)

[PDF]  [Project Page]

2019

Latent Topic Attention for Domain Classification

Peisong Huang, Peijie Huang*, Wencheng Ai, et al.

In Proceedings of the 20th Annual Conference of the International Speech Communication Association (INTERSPEECH 2019), September 15–19, 2019, Graz, Austria, pp. 1338-1342, 2019. (CCF-C)

[PDF]  [Project Page]

A Knowledge-Gate Mechanism for Utterance Domain Classification

Zefeng Du, Peijie Huang*, Yuhong He, et al.

In Proceedings of the 8th CCF International Conference on Natural Language Processing and Chinese Computing (NLPCC 2019), LNAI 11839, pp. 142–154, 2019. (CCF-C)

[PDF]  [Project Page]

2018

基于优化“未定义”类话语检测的话语领域分类

柯子烜, 黄沛杰*, 曾真.

中文信息学报, 2018, 32(4): 105-113. (计算领域-T1)

[PDF]  [Project Page]

Current Students

硕士三年级:陈佳炜, 黄博曦, 黄思敏, 张业兴, 朱建凯, 李杰鸿

硕士二年级:梁栋柱, 肖喜盛, 梁景洲, 王仡, 林立康

硕士一年级:黄君保, 陈欣明, 李伟振, 孙一峰