| 2025 | AAAI | Relation Also Knows: Rethinking the Recall and Editing of Factual Associations in Auto-Regressive Transformer Language Models. | Xiyu Liu, Zhengxiao Liu, Naibin Gu, Zheng Lin, Wanli Ma, Ji Xiang, Weiping Wang |
| 2025 | ACL | BeamLoRA: Beam-Constraint Low-Rank Adaptation. | Naibin Gu, Zhenyu Zhang, Xiyu Liu, Peng Fu, Zheng Lin, Shuohuan Wang, Yu Sun, Hua Wu, Weiping Wang, Haifeng Wang |
| 2025 | ACL | Adapt Once, Thrive with Updates: Transferable Parameter-Efficient Fine-Tuning on Evolving Base Models. | Naibin Gu, Peng Fu, Xiyu Liu, Ke Ma, Zheng Lin, Weiping Wang |
| 2025 | EMNLP | CBP-Tuning: Efficient Local Customization for Black-box Large Language Models. | Jiaxuan Zhao, Naibin Gu, Yuchen Feng, Xiyu Liu, Peng Fu, Zheng Lin, Weiping Wang |
| 2024 | ACL | Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning. | Naibin Gu, Peng Fu, Xiyu Liu, Bowen Shen, Zheng Lin, Weiping Wang |
| 2023 | ACL | A Gradient Control Method for Backdoor Attacks on Parameter-Efficient Tuning. | Naibin Gu, Peng Fu, Xiyu Liu, Zhengxiao Liu, Zheng Lin, Weiping Wang |
| 2018 | GPC | Forecast of Port Container Throughput Based on TEI@I Methodology. | Qingfei Liu, Laisheng Xiang, Xiyu Liu |
| 2018 | GPC | A Novel PSO Algorithm for Traveling Salesman Problem Based on Dynamic Membrane System. | Yanmeng Wei, Xiyu Liu |
| 2018 | ICPRAM | Novel Clustering based on Discrete Morse Technique. | Jianping Zhang, Xiyu Liu, Yong Li |
| 2017 | CaiSE | A Modified Model of Cooperative Innovation Based on Numerical P Systems - The CI-NP System: An Empirical Study of Shandong, China. | Ping Chen, Xiyu Liu |
| 2013 | CSCWD | Design of E-commerce development roadmap for SMEs using DNA computing technique. | Xue Bai, Xiyu Liu |
| 2013 | CSCWD | A muti-agent membrane computing technique for conceptual design. | Xiyu Liu, Jie Xue, Xiaolin Yu |
| 2012 | CSCWD | Applied membrane computation in creative design. | Jie Xue, Xiyu Liu |
| 2011 | CSCWD | Spiking DNA neural trees with applications to conceptual design. | Xiyu Liu, Hongyan Zhang |
| 2010 | CSCWD | Design evaluation by neural trees. | Xiyu Liu, Feng Qi |
| 2010 | ICNC | Discrete particle swarm optimization with greedy randomized adaptive search procedure for linear order problem. | Enxiu Chen, Yi Sun, Zhenliang Pan, Xiyu Liu |
| 2009 | CSCWD | A lattice based evolution scheme with applications to design optimization. | Xiyu Liu, Hong Liu |
| 2009 | GECCO | DynamicTrust: three-dimensional dynamic computing model of trust in peer-to-peer networks. | Fengming Liu, Wenyin Zhang, Yongsheng Ding, Xiyu Liu, Mingchun Zheng, Yu Liu |
| 2008 | CSCWD | Density based clustering on manifolds with applications to creative design. | Xiyu Liu, Yinghong Ma |
| 2008 | ICNC | Searching Nonlinear Systems by Multi-population Differential Evolution. | Xiyu Liu, Yanli Liu, Zongli Wang, Yan Meng |
| 2007 | CSCWD | Topological Cluster: A Generalized View for Density-based Spatial Clustering. | Xiyu Liu, Hong Liu |
| 2007 | ICNC | An Improved Multi-particle Swarm Co-evolution Algorithm. | Kun Yao, Feifei Li, Xiyu Liu |
| 2006 | CSCWD | Particle Swarm Optimization based on Dynamic Niche Technology with Applications to Conceptual Design. | Xiyu Liu, Hong Liu, Huichuan Duan |
| 2005 | CSCWD | Supporting creative thinking in design with computational approach. | Hong Liu, Huichuan Duan, Xiyu Liu |
| 2005 | CSCWD | Design optimization by functional neural networks. | Xiyu Liu, Huichuan Duan, Ming Xi Tang |
| 2005 | CSCWD | A Computational Approach to Stimulating Creativity in Design. | Hong Liu, Xiyu Liu |
| 2004 | CSCWD | Generative Design in an Agent Based Collaborative Design System. | Hong Liu, Liping Gao, Xiyu Liu |
| 2001 | CSCWD | Sharing Learning in a Cooperative Design System. | Hong Liu, Xiyu Liu |