selected publications

[Full publications]

2026

  1. ICML 2026
    DocOS: Towards Proactive Document-Guided Actions in GUI Agents
    Jingjing Liu, Ziye Huang, Zihao Cheng, Zeming Liu, Jiahong Wu, Yuhang Guo, Kehai Chen, Yunhong Wang, and Haifeng Wang
    2026
  2. ACL 2026 Main
    Mem^2Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation
    Zihao Cheng, Zeming Liu, Yingyu Shan, Xinyi Wang, Xiangrong Zhu, Yunpu Ma, Hongru Wang, Yuhang Guo, Wei Lin, and Yunhong Wang
    2026
  3. ACL 2026 Main
    PEAP: Proactive Embodied Action Sequence Planning with Joint Understanding of Vision and Audio Perception
    Tianwei Lan, Jiaqi Wu, Zeming Liu, Zhaoxin Fan, Haifeng Wang, and Yuhang Guo
    2026
    SAC Highlight
  4. ACL 2026 Main
    Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation
    Yanzhi Tian, Cunxiang Wang, Zeming Liu, Heyan Huang, Wenbo Yu, Dawei Song, Jie Tang, and Yuhang Guo
    2026
  5. ACL 2026 Findings
    Live-Aid: A Large-Scale Dialogue Dataset and Benchmark for Interleaved Multi-party Interactions in Live Streaming
    Yiming Lei, Yize Fan, Zeming Liu, Jiaji Dong, Hui Qiu, Haitao Leng, Qingjie Liu, Kehai Chen, Tingting Gao, and Yunhong Wang
    2026
  6. ACL 2026 Findings
    Character-R1: Enhancing Role-Aware Reasoning in Role-Playing Agents via RLVR
    Yihong Tang, Kehai Chen, Xuefeng Bai, Benyou Wang, Zeming Liu, Haifeng Wang, and Min Zhang
    2026
  7. ACL 2026 Findings
    PEC-Home: Interpretation of Progressively Elliptical Commands in Smart Homes
    Yingyu Shan, Zeming Liu, Silin Li, Boao Qian, Jiashu Yao, Yuhang Guo, and Haifeng Wang
    2026
  8. ACL 2026 Findings
    Beyond Unimodal Shortcuts: MLLMs as Cross-Modal Reasoners for Grounded Named Entity Recognition
    Jinlong Ma, Yu Zhang, Xuefeng Bai, Kehai Chen, Yuwei Wang, Zeming Liu, Jun Yu, and Min Zhang
    2026
  9. EMNLP 2026 Main
    JarvisGUI: Towards Cross-Device GUI Agents with Dynamic Task Composition
    Zixiang Chen, Yuheng Lu, Zihao Cheng, Zeming Liu, Jizeng Bai, Ziye Huang, Zhiyin Lin, Zihan Li, Yuhang Guo, Yunhong Wang, and Haifeng Wang
    2026
  10. EMNLP 2026 Main
    LifeMem: Enabling Lifelong Experience Reuse for LLM Agents
    Yuli Qiu, Yutong Li, Wei Su, Zeming Liu, Wanxiang Che, Heyan Huang, Haifeng Wang, and Yuhang Guo
    2026
  11. EMNLP 2026 Main
    Beyond Planning: Sparse Context Reset for Long-Horizon GUI Agents
    Weiyao Huang, Xinye Wu, Zeming Liu, Xiaoyu Shen, and Yunpu Ma
    2026
  12. EMNLP 2026 Findings
    Behavior2Trip: Towards Personalized Travel Planning via User Behavior Trajectory
    Zihao Cheng, Yingyu Shan, Hongru Wang, Zeming Liu, Xinyi Wang, Xiangrong Zhu, Yuhang Guo, Wei Lin, and Yunhong Wang
    2026
  13. EMNLP 2026 Findings
    VGE: Towards Generalizable Visually Grounded Exploration of Household Devices
    Linhao Zheng, Zeming Liu, Wangke Chen, Li Zeng, Wanxiang Che, Heyan Huang, and Yuhang Guo
    2026
  14. EMNLP 2026 Findings
    Learning from Own Solutions: Self-Conditioned Credit Assignment for Reinforcement Learning with Verifiable Rewards
    Yingyu Shan, Yuhang Guo, Zihao Cheng, Zeming Liu, Xiangrong Zhu, Xinyi Wang, Jiashu Yao, Wei Lin, Hongru Wang, and Heyan Huang
    2026
  15. EMNLP 2026 Findings
    A Hyperbolicity Atlas of Large Language Model Hidden States
    Zhichao Yang, Yuanze Hu, Gen Li, Qingchen Yu, Shiying Duan, Xinyu Wang, Ye Qiu, Zeming Liu, Guangxu Chen, and Zhaoxin Fan
    2026
  16. ACS Nano
    Accelerating Multi-Elemental Catalyst Discovery with Interpretable Machine Learning and Automated Experimentation
    Fangzheng Liu, Zhilong Chen, Han Hu, Cunjin Li, Lisong Zhang, Zeming Liu, and Guangxu Chen
    2026
    Corresponding author
  17. AACL-IJCNLP 2026
    PersonaPath: Towards Knowledge-Centric Personalized Learning Path Planning
    Yu Liu, Zeming Liu (corresponding author), Tianle Zhang, Zihao Cheng, Yuhang Guo, Kehai Chen, Min Zhang, Yunhong Wang, and Haifeng Wang
    2026
    Corresponding author
  18. PLOS Computational Biology
    Characterization of the heterogeneity in SARS-CoV-2 fitness dynamics via graph representation learning
    Zengmiao Wang, Ziqin Zhou, Junfu Wang, Lingyue Yang, Zhirui Zhang, Weina Xu, Zeming Liu, Yuxi Ge, Liang Yang, Xiaoli Wang, Peng Yang, Quanyi Wang, Yunlong Cao, Yuanfang Guo, and Huaiyu Tian
    2026
  19. Frontiers of Computer Science
    PesTest: A Comprehensive Benchmark for Psychological Emotional Support Capability of Large Language Models
    Tianwei Lan, Yuhang Guo, Siyuan Gao, Hongfei Xia, Zeming Liu (corresponding author), and Heyan Huang
    2026
    JCR Q1, Corresponding author
  20. Frontiers of Computer Science
    A^3Bench: An Audience-Aligned Multilingual Benchmark for Video Audience Insights Understanding
    Yiming Lei, Guozhen Peng, Zeming Liu (corresponding author), Hui Qiu, Haitao Leng, Shaoguo Liu, Tingting Gao, Qingjie Liu, Annan Li, and Yunhong Wang
    2026
    JCR Q1, Corresponding author
  21. Frontiers of Computer Science
    PMMTD: Towards Proactive Multimodal Mixed-Type Dialogues
    Hongfei Xia, Yuhang Guo, Bao Chen, Linhao Zheng, Zeming Liu (corresponding author), and Haifeng Wang
    2026
    JCR Q1, Corresponding author
  22. ICLR@Lifelong Agents
    Mem^2Evolve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation
    Zihao Cheng, Zeming Liu (corresponding author), Yingyu Shan, Xinyi Wang, Xiangrong Zhu, Yunpu Ma, Hongru Wang, Yuhang Guo, Wei Lin, and Yunhong Wang
    2026
  23. Neurocomputing
    Towards Multi-Language Repository-Level Code Generation: From-Scratch to Guided Tasks
    Jingjing Liu, Silin Li, Zeming Liu (corresponding author), Zihao Cheng, Yuhang Guo, Yuanfang Guo, Yunhong Wang, and Haifeng Wang
    2026
  24. Signal Processing
    Learn More, Forget Less: A Gradient-Aware Data Selection Approach for LLM
    Zeming Liu, Yibai Liu, Shihang Wang, Zheming Song, Junzhe Wang, Jingjing Liu, Qingjie Liu, Guangxu Chen, and Yunhong Wang
    2026
  25. IJCNN
    Distribution-Aware Black-Box Graph Injection Attack via Local Neighborhood Context
    Chengyu Zhu, Weina Xu, Yufei Hou, Kahim Wong, Zeming Liu, Jiantao Zhou, and Yuanfang Guo
    2026
  26. 数据与计算发展前沿
    基于可擦除对抗攻击的图像保护方法
    肖圣鹏, 谢青山, 张俊浩, 蔡河鑫, 柳泽明, and 郭园方
    2026

2025

  1. Nature Communications
    A chemical autonomous robotic platform for end-to-end synthesis of nanoparticles
    Fan Gao, Hongqiang Li, Zhilong Chen, Yunai Yi, Shihao Nie, Zihao Cheng, Zeming Liu (corresponding author), Yuanfang Guo, Shumin Liu, Qizhen Qin, Zhengjian Li, Lisong Zhang, Han Hu, Cunjin Li, Liang Yang, Yunhong Wang, and Guangxu Chen
    2025
  2. SCIS
    Towards few-shot mixed-type dialogue generation
    Zeming Liu, Haifeng Wang, Zeyang Lei, Zheng-Yu Niu, Hua Wu, and Wanxiang Che
    2025
  3. ACL
    HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices
    Silin Li, Yuhang Guo, Jiashu Yao, Zeming Liu, and Haifeng Wang
    2025
    DOI
  4. ACL
    GODBench: A Benchmark for Multimodal Large Language Models in Video Comment Art
    Yiming Lei, Chenkai Zhang, Zeming Liu, Haitao Leng, ShaoGuo Liu, Tingting Gao, Qingjie Liu, and Yunhong Wang
    2025
    Abs DOI
  5. ACL
    Mis-prompt: Benchmarking Large Language Models for Proactive Error Handling
    Jiayi Zeng, Yizhe Feng, Mengliang He, Wenhui Lei, Wei Zhang, Zeming Liu, Xiaoming Shi, and Aimin Zhou
    2025
    arXiv
  6. CVPR
    SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding
    Chenkai Zhang, Yiming Lei, Zeming Liu, Haitao Leng, ShaoGuo Liu, Tingting Gao, Qingjie Liu, and Yunhong Wang
    2025
  7. EMNLP
    Retail: Towards real-world travel planning for large language models
    Bin Deng, Yizhe Feng, Zeming Liu, Qing Wei, Xiangrong Zhu, Shuai Chen, Yuanfang Guo, and Yunhong Wang
    2025
  8. EMNLP
    Prim: Towards practical in-image multilingual machine translation
    Yanzhi Tian, Zeming Liu, Zhengyang Liu, Chong Feng, Xin Li, He-Yan Huang, and Yuhang Guo
    2025
  9. EMNLP
    RepoDebug: Repository-Level Multi-Task and Multi-Language Debugging Evaluation of Large Language Models
    Jingjing Liu, Zeming Liu, Zihao Cheng, Mengliang He, Xiaoming Shi, Yuhang Guo, Xiangrong Zhu, Yuanfang Guo, Yunhong Wang, and Haifeng Wang
    2025
  10. EMNLP
    SafeToolBench: Pioneering a Prospective Benchmark to Evaluating Tool Utilization Safety in LLMs
    Hongfei Xia, Hongru Wang, Zeming Liu, Qian Yu, Yuhang Guo, and Haifeng Wang
    2025
  11. EMNLP
    Weak2Wise: An Automated, Lightweight Framework for Weak-LLM-Friendly Reasoning Synthesis
    Jianing Lin, Yuanfang Guo, Shunning Liu, Zeming Liu, and Yunhong Wang
    2025
  12. ACL
    ToolSpectrum: Towards Personalized Tool Utilization for Large Language Models
    Zihao Cheng, Hongru Wang, Zeming Liu, Yuhang Guo, Yuanfang Guo, Yunhong Wang, and Haifeng Wang
    2025
    arXiv
  13. ACL
    TransBench: Breaking Barriers for Transferable Graphical User Interface Agents in Dynamic Digital Environments
    Yuheng Lu, Qian Yu, Hongru Wang, Zeming Liu, Wei Su, Yanping Liu, Yuhang Guo, Maocheng Liang, Yunhong Wang, and Haifeng Wang
    2025
    arXiv
  14. ACL
    Self-reasoning language models: Unfold hidden reasoning chains with few reasoning catalyst
    Hongru Wang, Deng Cai, Wanjun Zhong, Shijue Huang, Jeff Z Pan, Zeming Liu, and Kam-Fai Wong
    2025
    arXiv
  15. ICLR@LLM Reason and Plan
    Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst
    Hongru Wang, Deng Cai, Wanjun Zhong, Shijue Huang, Jeff Z Pan, Zeming Liu (corresponding author), and Kam-Fai Wong
    2025
  16. ACL
    DocMEdit: Towards Document-Level Model Editing
    Li Zeng, Zeming Liu, Chong Feng, He-Yan Huang, and Yuhang Guo
    2025
  17. ACL
    Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability
    Mengliang He, Jiayi Zeng, Yankai Jiang, Wei Zhang, Zeming Liu, Xiaoming Shi, and Aimin Zhou
    2025
    arXiv
  18. ACL
    Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges
    Hongru Wang, Wenyu Huang, Yufei Wang, Yuanhao Xi, Jianqiao Lu, Huan Zhang, Nan Hu, Zeming Liu, Jeff Z Pan, and Kam-Fai Wong
    2025
    arXiv
  19. ACL
    Exploring In-Image Machine Translation with Real-World Background
    Yanzhi Tian, Zeming Liu, Zhengyang Liu, and Yuhang Guo
    2025
    arXiv
  20. AAAI
    STAMPsy: Towards SpatioTemporal-Aware Mixed-Type Dialogues for Psychological Counseling
    Jieyi Wang, Yue Huang, Zeming Liu, Dexuan Xu, Chuan Wang, Xiaoming Shi, Ruiyuan Guan, Hongxing Wang, Weihua Yue, and Yu Huang
    2025
  21. AAAI
    Multi-modal Deepfake Detection via Multi-task Audio-Visual Prompt Learning
    Hui Miao, Yuanfang Guo, Zeming Liu, and Yunhong Wang
    2025
  22. AAAI
    ReFF: Reinforcing Format Faithfulness in Language Models Across Varied Tasks
    Jiashu Yao, Heyan Huang, Zeming Liu, Haoyu Wen, Wei Su, Boao Qian, and Yuhang Guo
    2025
  23. AAAI
    Semi-Supervised Clustering Framework for Fine-grained Scene Graph Generation
    Jiarui Yang, Chuan Wang, Jun Zhang, Shuyi Wu, Jinjing Zhao, Zeming Liu, and Liang Yang
    2025
  24. TIFS
    Hard-Label Black-Box Adversarial Attacks for Implicit Scene Interactions
    Muxue Liang, Chuan Wang, Siyuan Liang, Aishan Liu, Yanan Cao, Qingyong Li, Zeming Liu, Liang Yang, and Xiaochun Cao
    2025
  25. NAACL
    KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue Corpus
    Xiaoming Shi, Zeming Liu, Yiming Lei, Chenkai Zhang, Haitao Leng, Chuan Wang, Qingjie Liu, Wanxiang Che, and Yunhong Wang
    2025
  26. NAACL
    Stealthy jailbreak attacks on large language models via benign data mirroring
    Honglin Mu, Han He, Yuxin Zhou, Yunlong Feng, Yang Xu, Libo Qin, Xiaoming Shi, Zeming Liu, Xudong Han, Qi Shi, Qingfu Zhu, and Wanxiang Che
    2025
  27. 智能系统学报
    中文多技能对话评估
    柳泽明, 程子豪, 刘晶晶, 杨晓, 郭园方, 王蕴红
    2025
    人工智能学会会刊

2024

  1. Neurocomputing
    Dual-space Hierarchical Learning for Goal-guided Conversational Recommendation
    Can Chen, Hao Liu, Zeming Liu, Xue Liu, and Dejing Dou
    2024
  2. COLING
    Ted-el: A corpus for speech entity linking
    Silin Li, Ruoyu Song, Tianwei Lan, Zeming Liu, and Yuhang Guo
    2024
  3. EMNLP
    FAME: Towards Factual Multi-Task Model Editing
    Li Zeng, Yingyu Shan, Zeming Liu, Jiashu Yao, and Yuhang Guo
    2024
  4. EMNLP
    AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction
    Hongru Wang, Rui Wang, Boyang Xue, Heming Xia, Jingtao Cao, Zeming Liu, Jeff Pan, and Kam-Fai Wong
    2024
  5. ACL
    Medical dialogue: A survey of categories, methods, evaluation and challenges
    Xiaoming Shi, Zeming Liu, Li Du, Yuxuan Wang, Hongru Wang, Yuhang Guo, Tong Ruan, Jie Xu, and Shaoting Zhang
    2024
    arXiv
  6. ACL
    Deterministic Reversible Data Augmentation for Neural Machine Translation
    Jiashu Yao, He-Yan Huang, Zeming Liu, and Yuhang Guo
    2024
  7. Applied Intelligence
    2M-NER: contrastive learning for multilingual and multimodal NER with language and modal fusion
    Dongsheng Wang, Xiaoqin Feng, Zeming Liu, and Chuan Wang
    2024
  8. 智能系统学报
    大语言模型安全性：分类、评估、归因、缓解、展望
    黄河燕, 李思霖, 兰天伟, 邱昱力, 柳泽明, 姚嘉树, 曾理, 单赢宇, 施晓明, 郭宇航
    2024
    人工智能学会会刊

2023

  1. EMNLP
    In-image neural machine translation with segmented pixel sequence-to-sequence model
    Yanzhi Tian, Xiang Li, Zeming Liu, Yuhang Guo, and Bin Wang
    2023
  2. ACL
    XDailyDialog: A multilingual parallel dialogue corpus
    Zeming Liu, Ping Nie, Jie Cai, Haifeng Wang, Zheng-Yu Niu, Peng Zhang, Mrinmaya Sachan, and Kaiping Peng
    2023
  3. ACL
    MidMed: Towards Mixed-Type Dialogues for Medical Consultation
    Xiaoming Shi, Zeming Liu, Chuan Wang, Haitao Leng, Kui Xue, Xiaofan Zhang, and Shaoting Zhang
    2023
  4. ACM MM
    Focusing on flexible masks: A novel framework for panoptic scene graph generation with relation constraints
    Jiarui Yang, Chuan Wang, Zeming Liu, Jiahong Wu, Dongsheng Wang, Liang Yang, and Xiaochun Cao
    2023
  5. ACL@DialDoc
    Sldt: sequential latent document transformer for multilingual document-based dialogue
    Zhanyu Ma, Zeming Liu, and Jian Ye
    2023
  6. EMNLP
    Automatic evaluate dialogue appropriateness by using dialogue act
    Bao Chen, Yuanjie Wang, Zeming Liu, and Yuhang Guo
    2023

2022

  1. TKDE
    Graph-grounded goal planning for conversational recommendation
    Zeming Liu, Ding Zhou, Hao Liu, Haifeng Wang, Zheng-Yu Niu, Hua Wu, Wanxiang Che, Ting Liu, and Hui Xiong
    2022
  2. ACL
    Where to Go for the Holidays: Towards Mixed-Type Dialogs for Clarification of User Goals
    Zeming Liu, Jun Xu, Zeyang Lei, Haifeng Wang, Zheng-Yu Niu, and Hua Wu
    2022

2021

  1. EMNLP
    DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational Recommendation
    Zeming Liu, Haifeng Wang, Zheng-Yu Niu, Hua Wu, and Wanxiang Che
    2021

2020

  1. ACL
    Towards Conversational Recommendation over Multi-Type Dialogs
    Zeming Liu, Haifeng Wang, Zheng-Yu Niu, Hua Wu, Wanxiang Che, and Ting Liu
    2020