| 2026 | AAAI | CLIP2Pose: Frozen CLIP as Semantic Guide for Domain Adaptive Pose Estimation. | Jiawen Li, Fei Jiang, Dandan Zhu, Jinxin Shi, Aimin Zhou |
| 2026 | ACL | Reverse Constitutional AI: A Framework for Controllable Toxic Data Generation via Probability-Clamped RLAIF. | Yuan Fang, Yiming Luo, Aimin Zhou, Fei Tan |
| 2026 | ACL | HACHIMI: Scalable and Controllable Student Persona Generation via Orchestrated Agents. | Yilin Jiang, Fei Tan, Xuanyu Yin, Jing Leng, Aimin Zhou |
| 2026 | ACL | AlphaContext: An Evolutionary Tree-based Psychometric Context Generator for Creativity Assessment. | Yixuan Wang, Yue Huang, Hong Qian, Yunzhao Wei, Yifei Ding, Wenkai Wang, Zhi Liu, Zhongjing Huang, Aimin Zhou, Jiajun Guo |
| 2026 | ACL | SCMAPR: Self-Correcting Multi-Agent Prompt Refinement for Complex-Scenario Text-to-Video Generation. | Chengyi Yang, Pengzhen Li, Jiayin Qi, Aimin Zhou, Ji Wu, Ji Liu |
| 2026 | WWW | Embedding Enhancement via Fine-Tuned Language Models for Learner-Item Cognitive Modeling. | Yuanhao Liu, Zihan Zhou, Kaiying Wu, Shuo Liu, Yiyang Huang, Jiajun Guo, Aimin Zhou, Hong Qian |
| 2025 | AAAI | Expensive Multi-Objective Bayesian Optimization Based on Diffusion Models. | Bingdong Li, Zixiang Di, Yongfan Lu, Hong Qian, Feng Wang, Peng Yang, Ke Tang, Aimin Zhou |
| 2025 | ACL | Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability. | Mengliang He, Jiayi Zeng, Yankai Jiang, Wei Zhang, Zeming Liu, Xiaoming Shi, Aimin Zhou |
| 2025 | ACL | The Role of Visual Modality in Multimodal Mathematical Reasoning: Challenges and Insights. | Yufang Liu, Yao Du, Tao Ji, Jianing Wang, Yang Liu, Yuanbin Wu, Aimin Zhou, Mengdi Zhang, Xunliang Cai |
| 2025 | 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, Aimin Zhou |
| 2025 | COLING | FinDABench: Benchmarking Financial Data Analysis Ability of Large Language Models. | Shu Liu, Shangqing Zhao, Chenghao Jia, Xinlin Zhuang, Zhaoguang Long, Jie Zhou, Aimin Zhou, Man Lan, Yang Chong |
| 2025 | ICASSP | Semantic Attention and LLM-based Layout Guidance for Text-to-Image Generation. | Yuxiang Song, Zhaoguang Long, Man Lan, Changzhi Sun, Aimin Zhou, Yuefeng Chen, Hao Yuan, Fei Cao |
| 2025 | ICLR | LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch. | Caigao Jiang, Xiang Shu, Hong Qian, Xingyu Lu, Jun Zhou, Aimin Zhou, Yang Yu |
| 2025 | ICLR | SOO-Bench: Benchmarks for Evaluating the Stability of Offline Black-Box Optimization. | Hong Qian, Yiyi Zhu, Xiang Shu, Shuo Liu, Yaolin Wen, Xin An, Huakang Lu, Aimin Zhou, Ke Tang, Yang Yu |
| 2025 | ICML | Strong and Weak Identifiability of Optimization-based Causal Discovery in Non-linear Additive Noise Models. | Mingjia Li, Hong Qian, Tian-Zuo Wang, Shujun Li, Min Zhang, Aimin Zhou |
| 2025 | ICML | ERICT: Enhancing Robustness by Identifying Concept Tokens in Zero-Shot Vision Language Models. | Xinpeng Dong, Min Zhang, Didi Zhu, Ye Jun Jian, Keli Zhang, Aimin Zhou, Fei Wu, Kun Kuang |
| 2025 | IJCAI | A Fast-Adaptive Cognitive Diagnosis Framework for Computerized Adaptive Testing Systems. | Yuanhao Liu, Yiya You, Shuo Liu, Hong Qian, Ying Qian, Aimin Zhou |
| 2025 | KDD | Paper-Level Computerized Adaptive Testing for High-Stakes Examination via Multi-Objective Optimization. | Mingjia Li, Junkai Tong, Yiyang Huang, Yifei Ding, Hong Qian, Aimin Zhou |
| 2024 | AAAI | From Coarse to Fine: A Distillation Method for Fine-Grained Emotion-Causal Span Pair Extraction in Conversation. | Xinhao Chen, Chong Yang, Changzhi Sun, Man Lan, Aimin Zhou |
| 2024 | AAAI | Are You Concerned about Limited Function Evaluations: Data-Augmented Pareto Set Learning for Expensive Multi-Objective Optimization. | Yongfan Lu, Bingdong Li, Aimin Zhou |
| 2024 | AAAI | Symbolic Cognitive Diagnosis via Hybrid Optimization for Intelligent Education Systems. | Junhao Shen, Hong Qian, Wei Zhang, Aimin Zhou |
| 2024 | AAAI | Wasserstein Differential Privacy. | Chengyi Yang, Jiayin Qi, Aimin Zhou |
| 2024 | ACL | Are U a Joke Master? Pun Generation via Multi-Stage Curriculum Learning towards a Humor LLM. | Yang Chen, Chong Yang, Tu Hu, Xinhao Chen, Man Lan, Li Cai, Xinlin Zhuang, Xuan Lin, Xin Lu, Aimin Zhou |
| 2024 | ACML | Enhancing Textbook Question Answering with Knowledge Graph-Augmented Large Language Models. | Mengliang He, Aimin Zhou, Xiaoming Shi |
| 2024 | CEC | Model Uncertainty in Evolutionary Optimization and Bayesian Optimization: A Comparative Analysis. | Hao Hao, Xiaoqun Zhang, Aimin Zhou |
| 2024 | CGI | GSMC: A Global-Local Scalable Multi-task Contrastive Learning Framework. | Yongqi Huang, Feng Liu, Aimin Zhou |
| 2024 | ECAI | High-Dimensional Causal Bayesian Optimization. | Yupeng Wu, Weiye Wang, Yangwenhui Zhang, Mingjia Li, Yuanhao Liu, Hong Qian, Aimin Zhou |
| 2024 | EMNLP | Investigating and Mitigating Object Hallucinations in Pretrained Vision-Language (CLIP) Models. | Yufang Liu, Tao Ji, Changzhi Sun, Yuanbin Wu, Aimin Zhou |
| 2024 | ICASSP | Emotion Neural Transducer for Fine-Grained Speech Emotion Recognition. | Siyuan Shen, Yu Gao, Feng Liu, Hanyang Wang, Aimin Zhou |
| 2024 | ICDE | Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning. | Jiajun Cui, Minghe Yu, Bo Jiang, Aimin Zhou, Jianyong Wang, Wei Zhang |
| 2024 | IJCNN | A Lightweight and Effective Multi-View Knowledge Distillation Framework for Text-Image Retrieval. | Yuxiang Song, Yuxuan Zheng, Shangqing Zhao, Shu Liu, Xinlin Zhuang, Zhaoguang Long, Changzhi Sun, Aimin Zhou, Man Lan |
| 2024 | KDD | LASCA: A Large-Scale Stable Customer Segmentation Approach to Credit Risk Assessment. | Yongfeng Gu, Yupeng Wu, Huakang Lu, Xingyu Lu, Hong Qian, Jun Zhou, Aimin Zhou |
| 2024 | KDD | ORCDF: An Oversmoothing-Resistant Cognitive Diagnosis Framework for Student Learning in Online Education Systems. | Hong Qian, Shuo Liu, Mingjia Li, Bingdong Li, Zhi Liu, Aimin Zhou |
| 2024 | KDD | Capturing Homogeneous Influence among Students: Hypergraph Cognitive Diagnosis for Intelligent Education Systems. | Junhao Shen, Hong Qian, Shuo Liu, Wei Zhang, Bo Jiang, Aimin Zhou |
| 2024 | KDD | Cost-Efficient Fraud Risk Optimization with Submodularity in Insurance Claim. | Yupeng Wu, Zhibo Zhu, Chaoyi Ma, Hong Qian, Xingyu Lu, Yangwenhui Zhang, Xiaobo Qin, Binjie Fei, Jun Zhou, Aimin Zhou |
| 2024 | WWW | Inductive Cognitive Diagnosis for Fast Student Learning in Web-Based Intelligent Education Systems. | Shuo Liu, Junhao Shen, Hong Qian, Aimin Zhou |
| 2023 | AAAI | High-Dimensional Dueling Optimization with Preference Embedding. | Yangwenhui Zhang, Hong Qian, Xiang Shu, Aimin Zhou |
| 2023 | CVPR | Rethinking the Learning Paradigm for Dynamic Facial Expression Recognition. | Hanyang Wang, Bo Li, Shuang Wu, Siyuan Shen, Feng Liu, Shouhong Ding, Aimin Zhou |
| 2023 | ECAI | QCCDM: A Q-Augmented Causal Cognitive Diagnosis Model for Student Learning. | Shuo Liu, Hong Qian, Mingjia Li, Aimin Zhou |
| 2023 | ECAI | Degradation-Resistant Offline Optimization via Accumulative Risk Control. | Huakang Lu, Hong Qian, Yupeng Wu, Ziqi Liu, Ya-Lin Zhang, Aimin Zhou, Yang Yu |
| 2023 | EMO | A Relation Surrogate Model for Expensive Multiobjective Continuous and Combinatorial Optimization. | Hao Hao, Aimin Zhou |
| 2023 | GECCO | RM-SAEA: Regularity Model Based Surrogate-Assisted Evolutionary Algorithms for Expensive Multi-Objective Optimization. | Yongfan Lu, Bingdong Li, Hong Qian, Wenjing Hong, Peng Yang, Aimin Zhou |
| 2023 | GECCO | Genetic Programming-based Evolutionary Feature Construction for Heterogeneous Ensemble Learning [Hot of the Press]. | Hengzhe Zhang, Aimin Zhou, Qi Chen, Bing Xue, Mengjie Zhang |
| 2023 | ICASSP | Mingling or Misalignment? Temporal Shift for Speech Emotion Recognition with Pre-Trained Representations. | Siyuan Shen, Feng Liu, Aimin Zhou |
| 2022 | CEC | A Surrogate Model Assisted Estimation of Distribution Algorithm with Mutil-acquisition Functions for Expensive Optimization. | Hao Hao, Shuai Wang, Bingdong Li, Aimin Zhou |
| 2022 | CogSci | High-arousal positive emotion evoking is more effective in VR than on a 2D monitor based on computational affection. | Feng Liu, Yihao Zhou, Xun Jia, Hanyang Wang, Siyuan Shen, Aimin Zhou |
| 2022 | ICML | The Teaching Dimension of Regularized Kernel Learners. | Hong Qian, Xu-Hui Liu, Chen-Xi Su, Aimin Zhou, Yang Yu |
| 2022 | PPSN | An Exact Inverted Generational Distance for Continuous Pareto Front. | Zihan Wang, Chunyun Xiao, Aimin Zhou |
| 2021 | CEC | An Approximated Domination Relationship based on Binary Classifiers for Evolutionary Multiobjective Optimization. | Hao Hao, Aimin Zhou, Hu Zhang |
| 2021 | EMO | A Fast Converging Evolutionary Algorithm for Constrained Multiobjective Portfolio Optimization. | Yi Chen, Hemant Kumar Singh, Aimin Zhou, Tapabrata Ray |
| 2021 | IJCNN | RL-GEP: Symbolic Regression via Gene Expression Programming and Reinforcement Learning. | Hengzhe Zhang, Aimin Zhou |
| 2021 | PRICAI | Off-TANet: A Lightweight Neural Micro-expression Recognizer with Optical Flow Features and Integrated Attention Mechanism. | Jiahao Zhang, Feng Liu, Aimin Zhou |
| 2020 | IJCNN | A Classification Surrogate Model based Evolutionary Algorithm for Neural Network Structure Learning. | Wenyue Hu, Aimin Zhou, Guixu Zhang |
| 2020 | SMC | A Multi-metric Selection Strategy for Evolutionary Symbolic Regression. | Hu Zhang, Hengzhe Zhang, Aimin Zhou |
| 2019 | AAAI | Fuzzy-Classification Assisted Solution Preselection in Evolutionary Optimization. | Aimin Zhou, Jinyuan Zhang, Jianyong Sun, Guixu Zhang |
| 2019 | CEC | MIHS: A Multiobjective Pan-sharpening Method for Remote Sensing Images. | Yingxia Chen, Cong Liu, Aimin Zhou, Guixu Zhang |
| 2019 | CEC | MOEA/D with An Improved Multi-Dimensional Mapping Coding Scheme for Constrained Multi-Objective Portfolio Optimization. | Yi Chen, Aimin Zhou |
| 2019 | EMO | Pareto Optimal Set Approximation by Models: A Linear Case. | Aimin Zhou, Haoying Zhao, Hu Zhang, Guixu Zhang |
| 2019 | PAKDD | NEAR: Normalized Network Embedding with Autoencoder for Top-K Item Recommendation. | Dedong Li, Aimin Zhou, Chuan Shi |
| 2018 | GECCO | An evolutionary algorithm with a new operator and an adaptive strategy for large-scale portfolio problems. | Yi Chen, Aimin Zhou, Liang Dou |
| 2018 | GECCO | Termination detection strategies in evolutionary algorithms: a survey. | Yanfeng Liu, Aimin Zhou, Hu Zhang |
| 2018 | GECCO | Preselection via one-class classification for evolutionary optimization. | Jinyuan Zhang, Aimin Zhou, Guixu Zhang |
| 2018 | PPSN | Tree-Structured Decomposition and Adaptation in MOEA/D. | Hanwei Zhang, Aimin Zhou |
| 2017 | CEC | A decomposition based multiobjective evolutionary algorithm with semi-supervised classification. | Xiaoji Chen, Chuan Shi, Aimin Zhou, Bin Wu, Zixing Cai |
| 2017 | CEC | Accelerating MOEA/D by Nelder-Mead method. | Hanwei Zhang, Aimin Zhou, Guixu Zhang, Hemant Kumar Singh |
| 2016 | CEC | Sampling in latent space for a mulitiobjective estimation of distribution algorithm. | Bing Dong, Aimin Zhou, Guixu Zhang |
| 2016 | CEC | An estimation of distribution algorithm guided by mean shift. | Hui Fang, Aimin Zhou, Guixu Zhang |
| 2016 | CEC | Self-adaptive spectral cluster number detecting with particle swarm optimization algorithm. | Chupeng Zeng, Aimin Zhou, Guixu Zhang |
| 2015 | CEC | A classification and Pareto domination based multiobjective evolutionary algorithm. | Jinyuan Zhang, Aimin Zhou, Guixu Zhang |
| 2015 | CEC | On neighborhood exploration and subproblem exploitation in decomposition based multiobjective evolutionary algorithms. | Aimin Zhou, Yuting Zhang, Guixu Zhang, Wenyin Gong |
| 2014 | CEC | A locally weighted metamodel for pre-selection in evolutionary optimization. | Qiuxiao Liao, Aimin Zhou, Guixu Zhang |
| 2014 | CEC | An MOEA/D with multiple differential evolution mutation operators. | Yang Li, Aimin Zhou, Guixu Zhang |
| 2014 | CEC | A replacement strategy for balancing convergence and diversity in MOEA/D. | Zhenkun Wang, Qingfu Zhang, Maoguo Gong, Aimin Zhou |
| 2014 | CEC | A clustering based multiobjective evolutionary algorithm. | Hu Zhang, Shenmin Song, Aimin Zhou, Xiao Zhi Gao |
| 2014 | IJCNN | Unsupervised robust Bayesian feature selection. | Jianyong Sun, Aimin Zhou |
| 2013 | CEC | A differential evolution with an orthogonal local search. | Zhenzhen Dai, Aimin Zhou, Guixu Zhang, Sanyi Jiang |
| 2013 | EMO | Approximation Model Guided Selection for Evolutionary Multiobjective Optimization. | Aimin Zhou, Qingfu Zhang, Guixu Zhang |
| 2013 | ICNC | Hyperspectral band selection based on evolutionary optimization. | Qiannan Du, Aimin Zhou, Cong Liu, Guixu Zhang |
| 2013 | ICNC | Practical path-based methods for clustering arbitrary shaped data sets. | Cong Liu, Aimin Zhou, Qiannan Du, Guixu Zhang |
| 2013 | IDEAL | MCGA: A Multiobjective Cellular Genetic Algorithm Based on a 3D Grid. | Hu Zhang, Shenmin Song, Aimin Zhou |
| 2012 | CEC | A multiobjective evolutionary algorithm based on decomposition and probability model. | Aimin Zhou, Qingfu Zhang, Guixu Zhang |
| 2012 | ICNC | An estimation of distribution algorithm based on decomposition for the multiobjective TSP. | Feng Gao, Aimin Zhou, Guixu Zhang |
| 2012 | ICNC | A Decomposition based estimation of distribution algorithm for multiobjective knapsack problems. | Yang Li, Aimin Zhou, Guixu Zhang |
| 2012 | MASCOTS | Hop Distance Analysis in Partially Connected Wireless Sensor Networks. | Yun Wang, Brendan M. Kelly, Aimin Zhou |
| 2011 | CEC | Dynamic multi-objective differential evolution for solving constrained optimization problem. | Lina Jia, Sanyou Zeng, Dong Zhou, Aimin Zhou, Zhengjun Li, Hongyong Jing |
| 2011 | CEC | Dynamic constrained multi-objective model for solving constrained optimization problem. | Sanyou Zeng, Shizhong Chen, Jiang Zhao, Aimin Zhou, Zhengjun Li, Hongyong Jing |
| 2011 | CEC | An estimation of distribution algorithm based on nonparametric density estimation. | Luhan Zhou, Aimin Zhou, Guixu Zhang, Chuan Shi |
| 2011 | ICNC | Simulated annealing with probabilistic neighborhood for traveling salesman problems. | Yang Li, Aimin Zhou, Guixu Zhang |
| 2010 | CEC | Multi-objective mobile agent-based Sensor Network Routing using MOEA/D. | Andreas Konstantinidis, Christoforos Charalambous, Aimin Zhou, Qingfu Zhang |
| 2010 | CEC | A surrogate-assisted evolutionary algorithm for minimax optimization. | Aimin Zhou, Qingfu Zhang |
| 2008 | CEC | Combination of EDA and DE for continuous biobjective optimization. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff |
| 2007 | CEC | Adaptivemodelling strategy for continuous multi-objective optimization. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff |
| 2007 | EMO | Prediction-Based Population Re-initialization for Evolutionary Dynamic Multi-objective Optimization. | Aimin Zhou, Yaochu Jin, Qingfu Zhang, Bernhard Sendhoff, Edward P. K. Tsang |
| 2007 | GECCO | Global multiobjective optimization via estimation of distribution algorithm with biased initialization and crossover. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff, Edward P. K. Tsang |
| 2006 | CEC | Combining Model-based and Genetics-based Offspring Generation for Multi-objective Optimization Using a Convergence Criterion. | Aimin Zhou, Yaochu Jin, Qingfu Zhang, Bernhard Sendhoff, Edward P. K. Tsang |
| 2006 | PPSN | Modelling the Population Distribution in Multi-objective Optimization by Generative Topographic Mapping. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Bernhard Sendhoff, Edward P. K. Tsang |
| 2005 | CEC | A model-based evolutionary algorithm for bi-objective optimization. | Aimin Zhou, Qingfu Zhang, Yaochu Jin, Edward P. K. Tsang, Tatsuya Okabe |
| 2004 | CEC | Benchmarking algorithms for dynamic travelling salesman problems. | Lishan Kang, Aimin Zhou, Robert I. McKay, Yan Li, Zhuo Kang |
| 2003 | CEC | Solving dynamic TSP with evolutionary approach in real time. | Aimin Zhou, Lishan Kang, Zhenyu Yan |