Publications

Lastest Update: 15th Aug 2024.

(† equal contribution, ~ corresponding author,)

Conference Paper

• Faithful Vision-Language Interpretation via Concept Bottleneck Models
  Songning Lai†, Lijie Hu~†, Junxiao Wang, Laure Berti and Di Wang~
  ICLR2024 (CCF None)

• (Oral & Best Paper Award)Predicting Lysine Phosphoglycerylation Sites using Bidirectional Encoder Representations with Transformers & Protein Feature Extraction and Selection
  Songning Lai, Xifeng Hu, Jing Han, Chun Wang, Subhas Mukhopadhyay, Zhi Liu~ and Lan Ye~
  2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2022).(Tsinghua B)

• Shared and private information learning in multimodal sentiment analysis with deep modal alignment and self-supervised multi-task learning
  Songning Lai†, Jiakang Li†, Guinan Guo, Xifeng Hu, Yulong Li, Yuan Tan, Zichen Song, Yutong Liu, Zhaoxia Ren~, Chun Wang~, Danmin Miao~ and Zhi Liu~
  IJCNN2024 (CCF C)

• FTS: A Framework to Find a Faithful TimeSieve.
  Songning Lai†, Ninghui Feng†, Haochen Sui, Ze Ma, Hao Wang, Zichen Song, Hang Zhao, Yutao Yue~
  IJCAI2024 workshop (CCF A)

Journal

• A Comprehensive Review of Community Detection in Graphs
  Jiakang Li†, Songning Lai†, Zhihao Shuai, Yuan Tan, Yifan Jia, Mianyang Yu, Zichen Song, Xiaokang Peng, Ziyang Xu, Yongxin Ni, Haifeng Qiu, Jiayu Yang, Yutong Liu, Yonggang Lu~
  Accepted in the journal Neurocomputing (JCR Q1 (IF:5.5) CCF C)

• Multimodal Sentiment Analysis: A Survey. [pdf]
  Songning Lai, Haoxuan Xu, Xifeng Hu, Zhaoxia Ren~ and Zhi Liu~
  Accepted in the journal Displays(JCR Q1 (IF:4.3)).

• Cross-domain car detection model with integrated convolutional block attention mechanism. [pdf]
  Haoxuan Xu†, Songning Lai† and Yang Yang~
  Accepted in the journal Image and Vision Computing (JCR Q1 (IF:4.7) CCF C).

Preprint

TimeSieve: Extracting Temporal Dynamics through Information Bottleneck.[code]
Ninghui Feng†, Songning Lai†, Fobao Zhou, Zhenxiao Yin, Hang Zhao~

FTS: A Framework to Find a Faithful TimeSieve.
Songning Lai†, Ninghui Feng†, Jiechao Gao, Hao Wang, Haochen Sui, Xin Zou, Jiayu Yang, Wenshuo Chen, Hang Zhao, Xuming Hu, Yutao Yue~

If you want to collaborate on the project, please email me.

RESEARCH EXPERIENCES

Deep Interdisciplinary Intelligence Lab

2024.4 — Present

RA, Advisor: Prof.Yutao Yue —-HKUST(GZ)@AI Thrust

• XAI
• LLM
• VLM
• AI4Science/XAI4Science

Privacy-Awareness, Responsibility and Trustworthy (PART) Lab

2023.4 — 2024.3

Visting Student, Advisor: Prof. Di Wang —-KAUST

• XAI
• LLM

Shandong University Intelligent Medical Information Processing Research Center

2022.8 — 2023.4

Research Intern, Advisor: Zhi Liu —Shandong University

• Bioinformatics
• Multimodal
• AI4Science

Shandong University Signal Processing and Artificial Intelligence Research Institute

2023.3 — 2023.6

Research Intern, Advisor: Prof. Yang Yang —Shandong University

• Car detection

McMaster University

2022.10 — 2023.2

Research Intern, Advisor: Prof. Xiaolin Wu —McMaster University, Canada

• Domain generalization
• Computer Vison
• OOD

Human-Machine Intelligence System Research Center

2022.1 — 2022.8

Research Intern, Advisor: Prof. Dong Xuan —Shandong University

• Vision and robotic arm control