Xie

Yifeng Xie
(谢译锋)
I do what I say I will do.

Guangdong, China

Github

👋 About Me

I am a senior undergraduate student. My current research is centered on the development and application of Efficient Deep Learning , which refers to areas such as Multimodal Learning, NLP, Speech, and so on. Besides, I am exploring and learning knowledge across various fields, trying to create more interesting and inspiring works.

Now, I plan to enroll in a Master's or Ph.D. program for the fall of 2025. If you are open to discussing potential collaboration, please feel free to contact me at your convenience.

🔥 News

[07/2024] 1 paper has been accepted by ACMMM 2024.
[02/2024] 1 paper has been accepted by COLING 2024.
[10/2023] 1 paper has been accepted by EMNLP 2023.

[MORE]

Starting a scientific research career.

📚 Researches

📱 Multimodal Learning

Syntax Matters: Towards Spoken Language Understanding

InfoEnh: Towards Multimodal Sentiment Analysis via Information Bottleneck Filter and Optimal Transport Alignment
LREC-COLING 2024

Here we apply the information bottleneck and optimal transportation to effectively address two key challenges in multimodal sentiment analysis: information redundancy and contradictory modality sentiment.

🤖 Dialogue System

Syntax Matters: Towards Spoken Language Understanding via Syntax-Aware Attention
EMNLP (Findings) 2023

Here we consider syntax matter in SLU, improve it by injecting syntactic information into the attention module, and explore the fusion methods between the original module and the one with syntactic information.

📝 Publications (*indicate equal contribution)

MoBA: Mixture of Bidirectional Adapter for Multi-modal Sarcasm Detection
Yifeng Xie, Zhihong Zhu, Xin Chen, Zhanpeng Chen, Zhiqi Huang
(ACM MM 2024)
[PDF] [OpenReview] [Code]

InfoEnh: Towards Multimodal Sentiment Analysis via Information Bottleneck Filter and Optimal Transport Alignment
Yifeng Xie, Zhihong Zhu, Xuan Lu, Zhiqi Huang, Haoran Xiong
Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LERC-COLING 2024)
[PDF] [Link]

Syntax Matters: Towards Spoken Language Understanding via Syntax-Aware Attention
Yifeng Xie, Zhihong Zhu, Xuxin Cheng, Zhiqi Huang, Dongsheng Chen
Findings of the Association for Computational Linguistics: EMNLP 2023 (EMNLP Findings 2023)
[PDF] [Link]

🎓 Educations

Bachelor Degree in Guangdong University of Technology (GDUT), major in Applied Mathematics, minor in Computer Science. 09/2021 - 07/2025