Publications - Liangbo Ning

Conference

A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models

Liangbo Ning, Ziran Liang, Zhuohang Jiang, Haohao Qu, Yujuan Ding, Wenqi Fan, Xiao-yong Wei, Shanru Lin, Hui Liu, Philip S. Yu, Qing Li

arXiv

Exploring Backdoor Attack and Defense for LLM-empowered Recommendations

Liangbo Ning, Wenqi Fan, Qing Li

Journal

Multi-level Distribution Alignment for Multi-source Universal Domain Adaptation

Liangbo Ning, Zuowei Zhang, Weiping Ding, Dian Shao, Yining Zhu

arXiv

Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation

Liangbo Ning, Wenqi Fan, Qing Li

arXiv

Towards Next-Generation Recommender Systems: A Benchmark for Personalized Recommendation Assistant with LLMs

Jiani Huang, Shijie Wang, Liangbo Ning, Wenqi Fan, Shuaiqiang Wang, Dawei Yin, Qing Li

Journal

Belief-based Fuzzy and Imprecise Clustering for Arbitrary Data Distributions

Zuo-wei Zhang, Zhun-ga Liu, Liangbo Ning, Hong-peng Tian, Bing-lu Wang

arXiv

mKG-RAG: Multimodal Knowledge Graph-Enhanced RAG for Visual Question Answering

Xu Yuan, Liangbo Ning, Wenqi Fan, Qing Li

Conference

Towards Retrieval-Augmented Large Language Models: Data Management and System Design

Wenqi Fan, Pangjing Wu, Yujuan Ding, Liangbo Ning, Shijie Wang, Qing Li

arXiv

SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation

Haohao Qu, Yifeng Zhang, Liangbo Ning, Wenqi Fan, Qing Li

Conference

CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent

Liangbo Ning, Shijie Wang, Wenqi Fan, Qing Li, Xin Xu, Hao Chen, Feiran Huang

Conference

A Survey on RAG Meets LLMs: Towards Retrieval-Augmented Large Language Models

Yujuan Ding, Wenqi Fan, Liangbo Ning, Shijie Wang, Hengyun Li, Dawei Yin, Tat-Seng Chua, Qing Li

Conference

Interpretation-Empowered Neural Cleanse for Backdoor Attacks

Liangbo Ning, Zeyu Dai, Jingran Su, Chao Pan, Luning Wang, Wenqi Fan, Qing Li

Conference

Imprecise Deep Networks for Uncertain Image Classification

Chuanqi Liu, Zuowei Zhang, Zechao Liu, Liangbo Ning, Zhunga Liu

arXiv

A Survey of Mamba

Haohao Qu, Liangbo Ning, Rui An, Wenqi Fan, Tyler Derr, Hui Liu, Xin Xu, Qing Li

arXiv

Joint Universal Adversarial Perturbations with Interpretations

Liangbo Ning, Zeyu Dai, Wenqi Fan, Jingran Su, Chao Pan, Luning Wang, Qing Li

Journal

Mining and Reasoning of Data Uncertainty-induced Imprecision in Deep Image Classification

Zuo-wei Zhang, Liangbo Ning, Ze-chao Liu, et al.

Journal

Representation of Imprecision in Deep Neural Networks for Image Classification

Zuowei Zhang, Zhunga Liu, Liangbo Ning, Arnaud Martin, Jiexuan Xiong

Journal

Unsupervised Change Detection from Heterogeneous Data Based on Image Translation

Zhun-Ga Liu, Zuo-Wei Zhang, Quan Pan, Liang-Bo Ning

Journal

A New Progressive Multisource Domain Adaptation Network with Weighted Decision Fusion

Zhun-Ga Liu, Liang-Bo Ning, Zuo-Wei Zhang

Conference

Domain Adaptation Based Multi-Source Data Fusion for Pattern Classification

Liangbo Ning, Zhun-ga Liu, Zuo-wei Zhang