Character-level White-Box Adversarial Attacks against Transformers via Attachable Subwords Substitution. - Aiwei Liu; Honghai Yu; Xuming Hu; Shu'ang Li 015; Li Lin 011; Fukun Ma; Yawen Yang; Lijie Wen 001 (EMNLP, 2022)

Semantic Enhanced Text-to-SQL Parsing via Iteratively Learning Schema Linking Graph. - Aiwei Liu; Xuming Hu; Li Lin 011; Lijie Wen 001 (KDD, 2022)

CHEF: A Pilot Chinese Dataset for Evidence-Based Fact-Checking. - Xuming Hu; Zhijiang Guo; Guanyu Wu; Aiwei Liu; Lijie Wen 001; Philip S. Yu (NAACL-HLT, 2022)

EnTDA: Entity-to-Text based Data Augmentation Approach for Named Entity Recognition Tasks. - Xuming Hu; Yong Jiang 005; Aiwei Liu; Zhongqiang Huang; Pengjun Xie; Fei Huang 002; Lijie Wen 001; Philip S. Yu (CoRR, 2022)

Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks. - Xuming Hu; Yong Jiang 005; Aiwei Liu; Zhongqiang Huang; Pengjun Xie; Fei Huang 002; Lijie Wen 001; Philip S. Yu (ACL (Findings), 2023)

GDA: Generative Data Augmentation Techniques for Relation Extraction Tasks. - Xuming Hu; Aiwei Liu; Zeqi Tan; Xin Zhang 097; Chenwei Zhang; Irwin King; Philip S. Yu (ACL (Findings), 2023)

Enhancing Cross-lingual Natural Language Inference by Soft Prompting with Multilingual Verbalizer. - Shuang Li 015; Xuming Hu; Aiwei Liu; Yawen Yang; Fukun Ma; Philip S. Yu; Lijie Wen 001 (ACL (Findings), 2023)

Exploring the Compositional Generalization in Context Dependent Text-to-SQL Parsing. - Aiwei Liu; Wei Liu; Xuming Hu; Shuang Li 015; Fukun Ma; Yawen Yang; Lijie Wen 001 (ACL (Findings), 2023)

AMR-based Network for Aspect-based Sentiment Analysis. - Fukun Ma; Xuming Hu; Aiwei Liu; Yawen Yang; Shuang Li 015; Philip S. Yu; Lijie Wen 001 (ACL (1), 2023)

RAPL: A Relation-Aware Prototype Learning Approach for Few-Shot Document-Level Relation Extraction. - Shiao Meng; Xuming Hu; Aiwei Liu; Shuang Li 015; Fukun Ma; Yawen Yang; Lijie Wen 001 (EMNLP, 2023)

Gaussian Prior Reinforcement Learning for Nested Named Entity Recognition. - Yawen Yang; Xuming Hu; Fukun Ma; Shu'ang Li 015; Aiwei Liu; Lijie Wen 001; Philip S. Yu (ICASSP, 2023)

Prompt Me Up: Unleashing the Power of Alignments for Multimodal Entity and Relation Extraction. - Xuming Hu; Junzhe Chen 001; Aiwei Liu; Shiao Meng; Lijie Wen 001; Philip S. Yu (ACM Multimedia, 2023)

A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capability. - Aiwei Liu; Xuming Hu; Lijie Wen 001; Philip S. Yu (CoRR, 2023)

A Private Watermark for Large Language Models. - Aiwei Liu; Leyi Pan; Xuming Hu; Shu'ang Li 015; Lijie Wen 001; Irwin King; Philip S. Yu (CoRR, 2023)

A Survey of Text Watermarking in the Era of Large Language Models. - Aiwei Liu; Leyi Pan; Yijian Lu; Jingjing Li 007; Xuming Hu; Lijie Wen 001; Irwin King; Philip S. Yu (CoRR, 2023)

A Multi-Level Supervised Contrastive Learning Framework for Low-Resource Natural Language Inference. - Shu'ang Li 015; Xuming Hu; Li Lin 011; Aiwei Liu; Lijie Wen 001; Philip S. Yu (IEEE ACM Trans. Audio Speech Lang. Process., 2023)

Can Watermarks Survive Translation? On the Cross-lingual Consistency of Text Watermark for Large Language Models. - Zhiwei He 002; Binglin Zhou; Hongkun Hao; Aiwei Liu; Xing Wang 007; Zhaopeng Tu; Zhuosheng Zhang 001; Rui Wang 015 (ACL (1), 2024)

Direct Large Language Model Alignment Through Self-Rewarding Contrastive Prompt Distillation. - Aiwei Liu; Haoping Bai; Zhiyun Lu; Xiang Kong; Simon Wang; Jiulong Shan; Meng Cao; Lijie Wen 001 (ACL (1), 2024)

An Entropy-based Text Watermarking Detection Method. - Yijian Lu; Aiwei Liu; Dianzhi Yu; Jingjing Li 007; Irwin King (ACL (1), 2024)

On the Robustness of Document-Level Relation Extraction Models to Entity Name Variations. - Shiao Meng; Xuming Hu; Aiwei Liu; Fukun Ma; Yawen Yang; Shuang Li 015; Lijie Wen 001 (ACL (Findings), 2024)

Refiner: Restructure Retrieved Content Efficiently to Advance Question-Answering Capabilities. - Zhonghao Li; Xuming Hu; Aiwei Liu; Kening Zheng; Sirui Huang; Hui Xiong 001 (EMNLP (Findings), 2024)

An Unforgeable Publicly Verifiable Watermark for Large Language Models. - Aiwei Liu; Leyi Pan; Xuming Hu; Shuang Li 015; Lijie Wen 001; Irwin King; Philip S. Yu (ICLR, 2024)

A Semantic Invariant Robust Watermark for Large Language Models. - Aiwei Liu; Leyi Pan; Xuming Hu; Shiao Meng; Lijie Wen 001 (ICLR, 2024)

Preventing and Detecting Misinformation Generated by Large Language Models. - Aiwei Liu; Qiang Sheng 001; Xuming Hu (SIGIR, 2024)

MarkLLM: An Open-Source Toolkit for LLM Watermarking. - Leyi Pan; Aiwei Liu; Zhiwei He 002; Zitian Gao; Xuandong Zhao; Yijian Lu; Binglin Zhou; Shuliang Liu; Xuming Hu; Lijie Wen 001; Irwin King (CoRR, 2024)

A Survey of AIOps for Failure Management in the Era of Large Language Models. - Lingzhe Zhang; Tong Jia; Mengxi Jia; Yifan Wu 002; Aiwei Liu; Yong Yang; Zhonghai Wu; Xuming Hu; Philip S. Yu; Ying Li 012 (CoRR, 2024)

Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities. - Zhonghao Li; Xuming Hu; Aiwei Liu; Kening Zheng; Sirui Huang; Hui Xiong 001 (CoRR, 2024)

WaterSeeker: Efficient Detection of Watermarked Segments in Large Documents. - Leyi Pan; Aiwei Liu; Yijian Lu; Zitian Gao; Yichen Di; Lijie Wen 001; Irwin King; Philip S. Yu (CoRR, 2024)

Interpretable Contrastive Monte Carlo Tree Search Reasoning. - Zitian Gao; Boye Niu; Xuzheng He; Haotian Xu; Hongzhang Liu; Aiwei Liu; Xuming Hu; Lijie Wen 001 (CoRR, 2024)

TIS-DPO: Token-level Importance Sampling for Direct Preference Optimization With Estimated Weights. - Aiwei Liu; Haoping Bai; Zhiyun Lu; Yanchao Sun; Xiang Kong; Simon Wang; Jiulong Shan; Albin Madappally Jose; Xiaojiang Liu; Lijie Wen 001; Philip S. Yu; Meng Cao (CoRR, 2024)

Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality. - Guanyu Zhou; Yibo Yan; Xin Zou 001; Kun Wang 042; Aiwei Liu; Xuming Hu (CoRR, 2024)

Recent Advances of Multimodal Continual Learning: A Comprehensive Survey. - Dianzhi Yu; Xinni Zhang; Yankai Chen 001; Aiwei Liu; Yifei Zhang; Philip S. Yu; Irwin King (CoRR, 2024)

Less is More: Extreme Gradient Boost Rank-1 Adaption for Efficient Finetuning of LLMs. - Yifei Zhang; Hao Zhu 010; Aiwei Liu; Han Yu 001; Piotr Koniusz; Irwin King (CoRR, 2024)

Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios. - Yunkai Dang; Mengxi Gao; Yibo Yan; Xin Zou 001; Yanggan Gu; Aiwei Liu; Xuming Hu (CoRR, 2024)

Reading Broadly to Open Your Mind: Improving Open Relation Extraction With Search Documents Under Self-Supervisions. - Xuming Hu; Zhaochen Hong; Chenwei Zhang; Aiwei Liu; Shiao Meng; Lijie Wen 001; Irwin King; Philip S. Yu (IEEE Trans. Knowl. Data Eng., 2024)

TABGEN-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation. - Liancheng Fang; Aiwei Liu; Hengrui Zhang; Henry Peng Zou; Weizhi Zhang 001; Philip S. Yu (ACL (Findings), 2025)

A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models. - Shuliang Liu; Hongyi Liu; Aiwei Liu; Bingchen Duan; Zheng Qi; Yibo Yan; He Geng; Peijie Jiang; Jia Liu; Xuming Hu (ACL (Findings), 2025)

Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation? - Leyi Pan; Aiwei Liu; Shiyu Huang 001; Yijian Lu; Xuming Hu; Lijie Wen 001; Irwin King; Philip S. Yu (ACL (1), 2025)

ChatCite: LLM Agent with Human Workflow Guidance for Comparative Literature Summary. - Yutong Li; Lu Chen 002; Aiwei Liu; Kai Yu 004; Lijie Wen 001 (COLING, 2025)

TIS-DPO: Token-level Importance Sampling for Direct Preference Optimization With Estimated Weights. - Aiwei Liu; Haoping Bai; Zhiyun Lu; Yanchao Sun; Xiang Kong; Xiaoming Simon Wang; Jiulong Shan; Albin Madappally Jose; Xiaojiang Liu; Lijie Wen 001; Philip S. Yu; Meng Cao (ICLR, 2025)

Can Watermarked LLMs be Identified by Users via Crafted Prompts? - Aiwei Liu; Sheng Guan; Yiming Liu; Leyi Pan; Yifei Zhang; Liancheng Fang; Lijie Wen 001; Philip S. Yu; Xuming Hu (ICLR, 2025)

Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality. - Guanyu Zhou; Yibo Yan; Xin Zou 001; Kun Wang 056; Aiwei Liu; Xuming Hu (ICLR, 2025)

WaterSeeker: Pioneering Efficient Detection of Watermarked Segments in Large Documents. - Leyi Pan; Aiwei Liu; Yijian Lu; Zitian Gao; Yichen Di; Lijie Wen 001; Irwin King; Philip S. Yu (NAACL (Findings), 2025)

Entropy-Based Decoding for Retrieval-Augmented Large Language Models. - Zexuan Qiu; Zijing Ou; Bin Wu 025; Jingjing Li 007; Aiwei Liu; Irwin King (NAACL (Long Papers), 2025)

Cold-Start Recommendation towards the Era of Large Language Models (LLMs): A Comprehensive Survey and Roadmap. - Weizhi Zhang 001; Yuanchen Bei; Liangwei Yang; Henry Peng Zou; Peilin Zhou; Aiwei Liu; Yinghui Li; Hao Chen 062; Jianling Wang; Yu Wang 158; Feiran Huang; Sheng Zhou 004; et al. (CoRR, 2025)

A Survey of Text Watermarking in the Era of Large Language Models. - Aiwei Liu; Leyi Pan; Yijian Lu; Jingjing Li 007; Xuming Hu; Xi Zhang 008; Lijie Wen 001; Irwin King; Hui Xiong 001; Philip S. Yu (ACM Comput. Surv., 2025)

Semi-Supervised In-Context Learning: A Baseline Study. - Zhengyao Gu; Henry Peng Zou; Yankai Chen 001; Aiwei Liu; Weizhi Zhang 001; Philip S. Yu (CoRR, 2025)

Mark Your LLM: Detecting the Misuse of Open-Source Large Language Models via Watermarking. - Yijie Xu; Aiwei Liu; Xuming Hu; Lijie Wen 001; Hui Xiong 001 (CoRR, 2025)

VideoMark: A Distortion-Free Robust Watermarking Framework for Video Diffusion Models. - Xuming Hu; Hanqian Li; Jungang Li; Aiwei Liu (CoRR, 2025)

CoheMark: A Novel Sentence-Level Watermark for Enhanced Text Quality. - Junyan Zhang; Shuliang Liu; Aiwei Liu; Yubo Gao; Jungang Li; Xiaojie Gu; Xuming Hu (CoRR, 2025)

SSR: Speculative Parallel Scaling Reasoning in Test-time. - Yuanlin Chu; Bo Wang; Xiang Liu 001; Hong Chen; Aiwei Liu; Xuming Hu (CoRR, 2025)

MUSE: Model-Agnostic Tabular Watermarking via Multi-Sample Selection. - Liancheng Fang; Aiwei Liu; Henry Peng Zou; Yankai Chen 001; Hengrui Zhang; Zhongfen Deng; Philip S. Yu (CoRR, 2025)

A Call for Collaborative Intelligence: Why Human-Agent Systems Should Precede AI Autonomy. - Henry Peng Zou; Wei-Chieh Huang; Yaozu Wu; Chunyu Miao; Dongyuan Li; Aiwei Liu; Yue Zhou; Yankai Chen 001; Weizhi Zhang 001; Yangning Li; Liancheng Fang; Renhe Jiang; et al. (CoRR, 2025)

A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models. - Shuliang Liu; Hongyi Liu; Aiwei Liu; Bingchen Duan; Qi Zheng; Yibo Yan; He Geng; Peijie Jiang; Jia Liu; Xuming Hu (CoRR, 2025)

A Survey of AIOps in the Era of Large Language Models. - Lingzhe Zhang; Tong Jia; Mengxi Jia; Yifan Wu 002; Aiwei Liu; Yong Yang; Zhonghai Wu; Xuming Hu; Philip S. Yu; Ying Li 012 (CoRR, 2025)

VLA-Mark: A cross modal watermark for large vision-language alignment model. - Shuliang Liu; Qi Zheng; Jesse Jiaxi Xu; Yibo Yan; He Geng; Aiwei Liu; Peijie Jiang; Jia Liu; Yik-Cheung Tam; Xuming Hu (CoRR, 2025)