News


26 Mar 2024
Our paper "Data-efficient Fine-tuning for LLM-based Recommendation" is accepted by SIGIR 2024. Congratulations to Xinyu!

27 Feb 2024
One paper is accepted by CVPR 2024.

10 Dec 2023
Two papers about generative retrieval and cold-start recommendation are accepted by AAAI 2024.

1 Aug 2023
Our paper "Generative Retrieval for Conversational Question Answering" is accepted by Information Processing & Management (IP&M). The paper and code are coming soon.

26 June 2023
We release a new paper about generative retrieval, "Learning to Rank in Generative Retrieval".

2 May 2023
Our full paper about Generative Retrieval is accepted by ACL 2023 Main Conference.

26 Feb 2022
Our full paper about MMCoQA is accepted by ACL 2022 Main Conference.

20 Nov 2021
Our full paper about CoQA is accepted by TOIS.

26 Nov 2020
Our patent "Explicit Interaction Model towards Text Classification" is granted, and the Patent Number is "ZL 2018 1 1296063.0". Congratulations to Cunxiao Du.

29 Jan 2020
Our full paper "Large-Scale Question Tagging via Joint Question-Topic Embedding Learning" is accepted by TOIS. Congratulations to Prof. Liqiang Nie.

22 Oct 2019
Our patent "Learning to Score Diving Sports" is granted, and the Patent Number is "ZL 2018 1 1030493.8".

8 Oct 2019
I will be a PHD student at Computing Department of The Hong Kong Polytechnic University in Jan 2020, supervised by Prof. Wenjie Li.

1 July 2019
Our full paper "Routing Micro-videos via A Temporal Graph-guided Recommendation System" is accepted by ACM MM 2019.

Yongqi Li 

Postdoctoral Fellow

Computing Department
The Hong Kong Polytechnic University

11 Yuk Choi Road, Hung Hom, Kowloon, Hong Kong

liyongqi0@gmail.com
Google ScholarGitHub

Yongqi Li is a Postdoctoral Fellow in the Department of Computing at The Hong Kong Polytechnic University. He received the PhD degree in the Department of Computing from The Hong Kong Polytechnic University and the B.E. degree in School of Computer Science and Technology from Shandong University. His research interests include natural language processing, information retrieval, and multimedia computing. Now he mainly focuses on generative retrieval, conversational QA, and tool learning in LLMs.

Education

The Hong Kong Polytechnic University
PHD in Computer Science, Jan 2020 - Jan 2024
Advisor: Prof. Wenjie Li
Mentor: Prof. Liqiang Nie
Shandong University
Bachelor in Computer Science and Technology, Sep 2015 - Jun 2019
Advisor: Prof. Liqiang Nie

Experiences

Visiting Student, National University of Singapore, Next++ Lab, Jul 2023 - Jan 2024
Working with Prof. Tat-Seng Chua
Research Intern Microsoft Research Asia, Apr 2022 - Jun 2023
Working with Nan Yang, Liang Wang, Furu Wei

Publications



pdf
Data-efficient Fine-tuning for LLM-based Recommendation
Xinyu Lin, Wenjie Wang, Yongqi Li, Shuo Yang, Fuli Feng, Yinwei Wei, Tat-Seng Chua
SIGIR 2024 (Full)

pdf
Discriminative Probing and Tuning for Text-to-Image Generation
Leigang Qu, Wenjie Wang, Yongqi Li, Hanwang Zhang, Liqiang Nie, Tat-Seng Chua
CVPR 2024 (Full)
  • Codes&Data   

pdf
Learning to Rank in Generative Retrieval
Yongqi Li, Nan Yang, Liang Wang, Furu Wei & Wenjie Li
AAAI 2024 (Full)
  • Codes&Data   

pdf
Temporally and Distributionally Robust Optimization for Cold-start Recommendation
Xinyu Lin, Wenjie Wang, Jujia Zhao, Yongqi Li, Fuli Feng & Tat-Seng Chua
AAAI 2024 (Full)

pdf
Generative Retrieval for Conversational Question Answering
Yongqi Li, Nan Yang, Liang Wang, Furu Wei & Wenjie Li
IP&M 2023 (Full)
  • Codes&Data   

pdf
Multiview Identifiers Enhanced Generative Retrieval
Yongqi Li, Nan Yang, Liang Wang, Furu Wei & Wenjie Li
ACL 2023 (Full)
  • Codes&Data   

pdf
MMCoQA: Conversational Question Answering over Text, Tables, and Images
Yongqi Li, Wenjie Li & Liqiang Nie
ACL 2022 (Full)
  • Codes&Data   

pdf
Dynamic Graph Reasoning for Conversational Open-Domain Question Answering
Yongqi Li, Wenjie Li & Liqiang Nie
ACM TOIS 2022 (Full)
  • Codes&Data   

pdf
Data Distillation for Text Classification
Yongqi Li & Wenjie Li
Arxiv 2021 (Short paper)
  • Codes&Data   

pdf
Incremental Knowledge Based Question Answering
Yongqi Li, Wenjie Li & Liqiang Nie
Arxiv 2021 (Full)

pdf
Large-Scale Question Tagging via Joint Question-Topic Embedding Learning
Liqiang Nie, Yongqi Li, Fuli Feng, Xuemeng Song, Meng Wang & Yinglong Wang
ACM TOIS 2020 (Full)
  • Codes&Data   

pdf
Routing Micro-videos via A Temporal Graph-guided Recommendation System
Yongqi Li, Meng Liu, Jianhua Yin, Chaoran Cui, Xinshun-Xu & Liqiang Nie
ACM MM 2019 (Full)
  • Codes&Data   

Professional Services

Program Committee Member and Reviewer for ACM CIKM 2023

Program Committee Member and Reviewer for ACM WSDM 2023

Invited Reviewer for ACM Transactions on Information Systems (TOIS)

Invited Reviewer for IEEE Transactions on Knowledge and Data Engineering (TKDE)

Invited Reviewer for IEEE Transactions on Multimedia (TMM)

Invited Reviewer for IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

Invited Reviewer for Information Processing & Management (IP&M)

Invited Reviewer for Information Sciences

Invited Reviewer for ChinaMM (2020)

Patent

Routing Micro-videos via A Temporal Graph-guided Recommendation System (ZL 2019 1 0599470.7)   
- Meng Liu, Liqiang Nie, Yongqi Li, Jianhua Yin, Tian Gan and Xuemeng Song
Explicit Interaction Model towards Text Classification (ZL 2018 1 1296063.0)   
- Cunxiao Du, Fuli Feng, Zhaozheng Chen, Yongqi Li, Xuemeng Song and Liqiang Nie
Learning to Score Diving Sports (ZL 2018 1 1030493.8)   
- Yongqi Li, Cunxiao Du, Junyu Lin, Tian Gan, Xuemeng Song and Liqiang Nie

Projects

The TREC Conversational Assistance Track(2020)   
- Report   
Chinese Idiom Reading Comprehension Contest   
- Rank 25/157
- Codes
Learning to Score Diving Sports   
- Second Prize, 2017 Intel Cup National Collegiate Software Innovation Contest
- Codes
Smart Medical Kit   
- First Prize, Qilu software competition
- Third Prize, National Collegiate digital media technology works competition
- Codes

Teaching Assistant

2020 Spring, COMP1433 Introduction to Data Analytics

2020 Fall, COMP5541 Machine Learning and Data Analytics

2021 Spring, COMP5423 Natural Language Processing

2021 Fall, COMP6703 Advanced Topics in Data Analytics

2022 Spring, COMP5423 Natural Language Processing

2023 Spring, COMP5423 Natural Language Processing

Honors

Second Prize, 2017 Intel Cup National Collegiate Software Innovation Contest

First Prize, Qilu software competition

Third Prize, National Collegiate digital media technology works competition

Second Prize, China Undergraduate Mathematical Contest in Modeling

Mathematical Contest in Modeling Honourable Mention

National Encouragement Scholarship