Liang-bo Ning
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Liang-bo Ning
Ph.D., The Hong Kong Polytechnic University
Email: BigLemon1123@gmail.com

I am a first-year Ph.D. student in Hong Kong Polytechnic University, Hong Kong, China. My research interests include domain adaptation, adversarial attack, and pattern recognition. I received the Bachelor’s and Master’s degrees from Northwestern Polytechnical University, Xi’an, China, in 2020 and 2023, respectively.

Interests

  • Domain Adaptation
  • Adversarial Attack
  • Large Language Models
  • Pattern Recognition
  • Artificial Intelligence

Academia

The Hong Kong Polytechnic University
2023 - present
Ph.D. Computing
Supervisor : Prof. Qing Li & Prof. Wenqi Fan
Northwestern Polytechnical University
2020 - 2023
M.E. Control Science and Engineering
Supervisor : Prof. Zhun-ga Liu
Northwestern Polytechnical University
2016 - 2020
B.E. Automation

News

  • Two papers are released on arXiv , Aug 2024.
  • One paper is accepted by SIGKDD Conference on Knowledge Discovery and Data Mining , May 2024.
  • One paper is released on arXiv , May 2024.
  • One paper is accepted by The Web Conference 2024 , March 2024.
  • Won the “Excellent Master’s Thesis” , Oecober 2023.
  • Won the “Outstanding Graduates” , March 2023.
  • Won the “The National Scholarship” , October 2022.

Recent Publications

You can see my google scholar for the latest list
Joint Universal Adversarial Perturbations with Interpretations,
      - Liang-bo Ning , Zeyu Dai , Wenqi Fan , Jingran Su , Chao Pan , Luning Wang , Qing Li
      - arXiv, 2024. [pdf]
A Survey of Mamba,
      - Haohao Qu , Liang-bo Ning , Rui An , Wenqi Fan , Tyler Derr , Xin Xu , Qing Li
      - arXiv, 2024. [pdf]
CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent,
      - Liang-bo Ning , Shijie Wang , Wenqi Fan , Qing Li , Xin Xu , Hao Chen , Feiran Huang
      - KDD '24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024. [pdf]
A Survey on RAG Meets LLMs: Towards Retrieval-Augmented Large Language Models,
      - Yujuan Ding , Wenqi Fan , Liang-bo Ning , Shijie Wang , Hengyun Li , Dawei Yin , Tat-Seng Chua , Qing Li
      - KDD '24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024. [pdf]
Interpretation-Empowered Neural Cleanse for Backdoor Attacks,
      - Liang-bo Ning , Zeyu Dai , Jingran Su , Chao Pan , Luning Wang , Wenqi Fan , Qing Li
      - The Web Conference, 2024. [pdf]
Representation of Imprecision in Deep Neural Networks for Image Classification: Active Learning via Belief Functions,
      - Zuo-wei Zhang , Zhun-ga Liu , Liang-bo Ning
      - IEEE Transactions on Neural Networks and Learning Systems, 2023. [pdf]
Mining and Reasoning of Data Uncertainty-induced Imprecision in Deep Image Classification,
      - Zuo-wei Zhang , Liang-bo Ning , Ze-chao Liu , et al.
      - Information Fusion, 2023. [pdf]
A New ProgressiveMulti-Source Domain Adaptation Network with Weighted Decision Fusion,
      - Zhun-ga Liu , Liang-bo Ning , Zuo-wei Zhang
      - IEEE Transactions on Neural Networks and Learning Systems, 2022. [code] [pdf]
Domain Adaptation Based Multi-Source Data Fusion for Pattern Classification,
      - Liang-bo Ning , Zhun-ga Liu , Zuo-wei Zhang
      - 2021 CIE International Conference on Radar (Radar), 2021. [pdf]
Unsupervised Change Detection From Heterogeneous Data Based on Image Translation,
      - Zhun-ga Liu , Zuo-wei Zhang , Quan Pan , Liang-bo Ning
      - IEEE Transactions on Geoscience and Remote Sensing, 2021. [pdf]

Awards

  • Excellent Master’s Thesis, awarded by NPU, Xi’an, China , Oecober 2023.
  • Outstanding Graduates, awarded by NPU, Xi’an, China , March 2023.
  • The National Scholarship, awarded by Ministry of Education, China , October 2022.
  • The First Prize Scholarship for two times, awarded by NPU, Xi’an, China , October. 2022 & 2018.
  • The Second Prize Scholarship for two times, awarded by NPU, Xi’an, China , October 2019 & 2017.
  • The Endress+Hauser Scholarship, awarded by NPU, Xi’an, China , October 2018.
  • The first prize of the 15-th National University Students Intelligent Car Race, awarded by Intelligent Car Race Organization Committee , August 2020.
  • The first prize of the 14-th National University Students Intelligent Car Race, awarded by Intelligent Car Race Organization Committee , August 2019.
  • The second prize of the 15-th National University Students Intelligent Car Race, awarded by Intelligent Car Race Organization Committee , August 2018.