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2025

Evolutionary Optimization for Proactive and Dynamic Computing Resource Allocation in Open Radio Access NetworkGan Ruan, Leandro L. Minku, Zhao Xu 0001, Xin Yao 0001. tetci, 9(1):1001-1018, February 2025. [doi]

Generation With Nuanced Changes: Continuous Image-to-Image Translation With Adversarial PreferencesYinghua Yao, Yuangang Pan, Ivor W. Tsang, Xin Yao 0001. tai, 6(4):816-828, April 2025. [doi]

Portfolio Optimization with Translation of Representation for Transport ProblemsMalgorzata Zajecka, Mateusz Mastalerczyk, Siang Yew Chong, Xin Yao 0001, Joanna Kwiecien, Wojciech Chmiel, Jacek Dajda, Marek Kisiel-Dorohinicki, Aleksander Byrski. jaiscr, 15(1):57-75, 2025. [doi]

When Is Non-deteriorating Population Update in MOEAs Beneficial?Qiaozhi Zhang, Miqing Li, Ke Tang, Xin Yao 0001. emo 2025: 31-45 [doi]

Negatively correlated ensemble against transfer adversarial attacksYunce Zhao, Wei Huang, Wei Liu 0007, Xin Yao 0001. PR, 161:111155, 2025. [doi]

2024

A Data-Driven Evolutionary Transfer Optimization for Expensive Problems in Dynamic EnvironmentsKe Li 0001, Renzhi Chen, Xin Yao 0001. tec, 28(5):1396-1411, October 2024. [doi]

An Interpretable Alternative to Neural Representation Learning for Rating Prediction - Transparent Latent Class Modeling of User ReviewsGiuseppe Serra 0002, Peter Tino, Zhao Xu 0001, Xin Yao 0001. ijcnn 2024: 1-8 [doi]

Negatively Correlated Ensemble Reinforcement Learning for Online Diverse Game Level GenerationZiqi Wang 0005, Chengpeng Hu, Jialin Liu 0001, Xin Yao 0001. iclr 2024: [doi]

FairerML: An Extensible Platform for Analysing, Visualising, and Mitigating Biases in Machine Learning [Application Notes]Bo Yuan 0006, Shenhao Gui, Qingquan Zhang, Ziqi Wang 0005, Junyi Wen, Bifei Mao, Jialin Liu 0001, Xin Yao 0001. cim, 19(2):129-141, May 2024. [doi]

Knowledge-Guided Optimization for Complex Vehicle Routing with 3D Loading ConstraintsHan Zhang 0043, Qing Li 0001, Xin Yao 0001. ppsn 2024: 133-148 [doi]

Twin Fuzzy Networks With Interpolation Consistency Regularization for Weakly Supervised Anomaly DetectionZhi Cao, Ye Shi 0001, Yu-Cheng Chang, Xin Yao 0001, Chin-Teng Lin. tfs, 32(9):5086-5097, September 2024. [doi]

Anti-Matthew FL: Bridging the Performance Gap in Federated Learning to Counteract the Matthew EffectJiashi Gao, Xin Yao 0001, Xuetao Wei. ecai 2024: 1967-1974 [doi]

Surviving in Diverse Biases: Unbiased Dataset Acquisition in Online Data Market for Fair Model TrainingJiashi Gao, Ziwei Wang, Xiangyu Zhao 0001, Xin Yao 0001, Xuetao Wei. aies 2024: 451-462 [doi]

Does Egalitarian Fairness Lead to Instability? The Fairness Bounds in Stable Federated Learning Under Altruistic BehaviorsJiashi Gao, Ziwei Wang, Xiangyu Zhao 0001, Xin Yao 0001, Xuetao Wei. nips 2024: [doi]

A comparative study of evolutionary approaches to the bi-objective dynamic Travelling Thief ProblemDaniel Herring, Michael Kirley, Xin Yao 0001. swevo, 84:101433, February 2024. [doi]

Evolutionary Reinforcement Learning via Cooperative CoevolutionChengpeng Hu, Jialin Liu 0001, Xin Yao 0001. ecai 2024: 3300-3307 [doi]

Multi-Objective ArchivingMiqing Li, Manuel López-Ibáñez 0001, Xin Yao 0001. tec, 28(3):696-717, June 2024. [doi]

When Does the Time-Linkage Property Help Optimization by Evolutionary Algorithms?Mingfeng Li, Weijie Zheng 0001, Wen Xie, Ao Sun, Xin Yao 0001. ppsn 2024: 280-294 [doi]

Accelerating surrogate assisted evolutionary algorithms for expensive multi-objective optimization via explainable machine learningBingdong Li, Yanting Yang, Dacheng Liu, Yan Zhang, Aimin Zhou, Xin Yao 0001. swevo, 88:101610, 2024. [doi]

Multi-Class Imbalance Classification Based on Data Distribution and Adaptive WeightsShuxian Li, Liyan Song, Xiaoyu Wu, Zheng Hu, Yiu-ming Cheung, Xin Yao 0001. tkde, 36(10):5265-5279, October 2024. [doi]

A Survey on Unbalanced Classification: How Can Evolutionary Computation Help?WenBin Pei, Bing Xue 0001, Mengjie Zhang 0001, Lin Shang 0001, Xin Yao 0001, Qiang Zhang 0008. tec, 28(2):353-373, April 2024. [doi]

Knowledge Transfer for Dynamic Multi-Objective Optimization With a Changing Number of ObjectivesGan Ruan, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao 0001. tetci, 8(6):4210-4224, December 2024. [doi]

Tree-Based Genetic Programming for Evolutionary Analog Circuit with Approximate Shapley ValueXinming Shi, Leandro L. Minku, Xin Yao 0001. sgai 2025: 253-267 [doi]

Evolving Memristive ReservoirXinming Shi, Leandro L. Minku, Xin Yao 0001. tnn, 35(10):13574-13588, October 2024. [doi]

A Concept-Based Local Interpretable Model-Agnostic Explanation Approach for Deep Neural Networks in Image ClassificationLidan Tan, Changwu Huang, Xin Yao 0001. iip 2024: 119-133 [doi]

Online cross-project approach with project-level similarity for just-in-time software defect predictionCong Teng, Liyan Song, Xin Yao 0001. ese, 29(6):158, November 2024. [doi]

Feature Attribution Explanation Based on Multi-Objective Evolutionary LearningZiming Wang, Changwu Huang, Xin Yao 0001. gecco 2024: 61-62 [doi]

Multi-objective Feature Attribution Explanation For Explainable Machine LearningZiming Wang, Changwu Huang, Yun Li, Xin Yao 0001. telo, 4(1), March 2024. [doi]

A Roadmap of Explainable Artificial Intelligence: Explain to Whom, When, What and How?Ziming Wang, Changwu Huang, Xin Yao 0001. taas, 19(4), December 2024. [doi]

Gridless Evolutionary Approach for Line Spectral Estimation With Unknown Model OrderBai Yan, Qi Zhao, Jin Zhang 0009, J. Andrew Zhang, Xin Yao 0001. tcyb, 54(2):935-947, February 2024. [doi]

Differential-Critic GAN: Generating What You Want by a Cue of PreferencesYinghua Yao, Yuangang Pan, Ivor W. Tsang, Xin Yao 0001. tnn, 35(3):3754-3768, March 2024. [doi]

Sanitized clustering against confounding biasYinghua Yao, Yuangang Pan, Jing Li 0009, Ivor W. Tsang, Xin Yao 0001. ml, 113(6):3711-3730, June 2024. [doi]

Generative Adversarial Ranking NetsYinghua Yao, Yuangang Pan, Jing Li 0009, Ivor W. Tsang, Xin Yao 0001. jmlr, 25, 2024. [doi]

PROUD: PaRetO-gUided diffusion model for multi-objective generationYinghua Yao, Yuangang Pan, Jing Li 0009, Ivor W. Tsang, Xin Yao 0001. ml, 113(9):6511-6538, September 2024. [doi]

Clustering in Dynamic Environments: A Framework for Benchmark Dataset Generation With Heterogeneous ChangesDanial Yazdani, Juergen Branke, Mohammad Sadegh Khorshidi, Mohammad Nabi Omidvar, Xiaodong Li 0001, Amir H. Gandomi, Xin Yao 0001. gecco 2024: [doi]

A Deep Dive into Robust Optimization Over Time: Problems, Algorithms, and BeyondDanial Yazdani, Xin Yao 0001. gecco 2024: 1187-1196 [doi]

Robust Optimization Over Time: A Critical ReviewDanial Yazdani, Mohammad Nabi Omidvar, Donya Yazdani, Jürgen Branke, Trung Thanh Nguyen 0002, Amir H. Gandomi, Yaochu Jin, Xin Yao 0001. tec, 28(5):1265-1285, October 2024. [doi]

Engine Calibration With Surrogate-Assisted Bilevel Evolutionary AlgorithmXunzhao Yu, Yan Wang 0075, Ling Zhu 0001, Dimitar P. Filev, Xin Yao 0001. tcyb, 54(6):3832-3845, June 2024. [doi]

Learning-Based Problem Reduction for Large-Scale Uncapacitated Facility Location ProblemsShuaixiang Zhang, Yixuan Yang, Hao Tong, Xin Yao 0001. cec 2024: 1-8 [doi]

On Estimating the Feasible Solution Space of Multi-objective Testing Resource AllocationGuofu Zhang, Lei Li, Zhaopin Su, Feng Yue, Yang Chen, Miqing Li, Xin Yao 0001. TOSEM, 33(6):145, July 2024. [doi]

Association of Objects May Engender Stereotypes: Mitigating Association-Engendered Stereotypes in Text-to-Image GenerationJunlei Zhou, Jiashi Gao, Xiangyu Zhao 0001, Xin Yao 0001, Xuetao Wei. nips 2024: [doi]

Unveiling the Bias Impact on Symmetric Moral Consistency of Large Language ModelsZiyi Zhou, Xinwei Guo, Jiashi Gao, Xiangyu Zhao 0001, Shiyao Zhang, Xin Yao 0001, Xuetao Wei. nips 2024: [doi]

2023

Interactive Evolutionary Multiobjective Optimization via Learning to RankKe Li 0001, Guiyu Lai, Xin Yao 0001. tec, 27(4):749-763, 2023. [doi]

Guest Editorial: Special Issue on Stream LearningJie Lu 0001, João Gama 0001, Xin Yao 0001, Leandro L. Minku. tnn, 34(10):6683-6685, October 2023. [doi]

Contribution-Based Cooperative Co-Evolution With Adaptive Population Diversity for Large-Scale Global Optimization [Research Frontier]Ming Yang 0003, Jie Gao, Aimin Zhou, Changhe Li, Xin Yao 0001. cim, 18(3):56-68, August 2023. [doi]

Knowledge Transfer Genetic Programming With Auxiliary Population for Solving Uncertain Capacitated Arc Routing ProblemMazhar Ansari Ardeh, Yi Mei 0001, Mengjie Zhang 0001, Xin Yao 0001. tec, 27(2):311-325, April 2023. [doi]

An Iterative Machine Learning Approach to Informative Performance Reporting in Dynamic Multi-Objective OptimizationDaniel Herring, Michael Kirley, Xin Yao 0001. gecco 2023: 367-370 [doi]

Evolving Constrained Reinforcement Learning PolicyChengpeng Hu, Jiyuan Pei, Jialin Liu 0001, Xin Yao 0001. ijcnn 2023: 1-8 [doi]

Reinforcement Learning With Dual-Observation for General Video Game PlayingChengpeng Hu, Ziqi Wang 0005, Tianye Shu, Hao Tong, Julian Togelius, Xin Yao 0001, Jialin Liu 0001. tciaig, 15(2):202-216, June 2023. [doi]

Constrained Reinforcement Learning for Dynamic Material HandlingChengpeng Hu, Ziming Wang, Jialin Liu 0001, Junyi Wen, Bifei Mao, Xin Yao 0001. ijcnn 2023: 1-9 [doi]

An Overview of Artificial Intelligence EthicsChangwu Huang, Zeqi Zhang, Bifei Mao, Xin Yao 0001. tai, 4(4):799-819, 2023. [doi]

Evolutionary Dynamic Multi-objective Optimisation: A SurveyShouyong Jiang, Juan Zou, Shengxiang Yang, Xin Yao 0001. ACM Comput. Surv., 55(4), 2023. [doi]

BEDCOE: Borderline Enhanced Disjunct Cluster Based Oversampling Ensemble for Online Multi-Class Imbalance LearningShuxian Li, Liyan Song, Yiu-ming Cheung, Xin Yao 0001. ecai 2023: 1414-1421 [doi]

ARConvL: Adaptive Region-Based Convolutional Learning for Multi-class Imbalance ClassificationShuxian Li, Liyan Song, Xiaoyu Wu, Zheng Hu, Yiu-ming Cheung, Xin Yao 0001. pkdd 2023: 103-120 [doi]

How Good is Neural Combinatorial Optimization? A Systematic Evaluation on the Traveling Salesman ProblemShengcai Liu, Yu Zhang 0111, Ke Tang 0001, Xin Yao 0001. cim, 18(3):14-28, August 2023. [doi]

Noise-Tolerant Hardware-Aware Pruning for Deep Neural NetworksShun Lu, Cheng Chen, Kunlong Zhang, Yang Zheng, Zheng Hu, Wenjing Hong, Guiying Li, Xin Yao 0001. swarm 2023: 127-138 [doi]

Local Optima Correlation Assisted Adaptive Operator SelectionJiyuan Pei, Hao Tong, Jialin Liu 0001, Yi Mei 0001, Xin Yao 0001. gecco 2023: 339-347 [doi]

Explaining Memristive Reservoir Computing Through Evolving Feature AttributionXinming Shi, Zilu Wang, Leandro L. Minku, Xin Yao 0001. gecco 2023: 683-686 [doi]

A Practical Human Labeling Method for Online Just-in-Time Software Defect PredictionLiyan Song, Leandro L. Minku, Cong Teng, Xin Yao 0001. FSE 2023: 605-617 [doi]

On the validity of retrospective predictive performance evaluation procedures in just-in-time software defect predictionLiyan Song, Leandro L. Minku, Xin Yao 0001. ese, 28(5):124, October 2023. [doi]

Robust Audio Copy-Move Forgery Detection Using Constant Q Spectral Sketches and GA-SVMZhaopin Su, Mengke Li, Guofu Zhang, Qinfang Wu, Miqing Li, Weiming Zhang 0001, Xin Yao 0001. tdsc, 20(5):4016-4031, September - October 2023. [doi]

A Novel Generalized Metaheuristic Framework for Dynamic Capacitated Arc Routing ProblemsHao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao 0001. gecco 2023: 45-46 [doi]

A Brain-Inspired Hardware Architecture for Evolutionary Algorithms Based on Memristive ArraysZilu Wang, Xinming Shi, Xin Yao 0001. todaes, 28(5), September 2023. [doi]

An Explainable Feature Selection Approach for Fair Machine LearningZhi Yang, Ziming Wang, Changwu Huang, Xin Yao 0001. icann 2023: 75-86 [doi]

A Species-based Particle Swarm Optimization with Adaptive Population Size and Deactivation of Species for Dynamic Optimization ProblemsDelaram Yazdani, Danial Yazdani, Donya Yazdani, Mohammad Nabi Omidvar, Amir H. Gandomi, Xin Yao 0001. telo, 3(4), December 2023. [doi]

Robust Optimization Over Time by Estimating Robustness of Promising RegionsDanial Yazdani, Donya Yazdani, Jürgen Branke, Mohammad Nabi Omidvar, Amir Hossein Gandomi, Xin Yao 0001. tec, 27(3):657-670, 2023. [doi]

Mitigating Unfairness via Evolutionary Multiobjective Ensemble LearningQingquan Zhang, Jialin Liu 0001, Zeqi Zhang, Junyi Wen, Bifei Mao, Xin Yao 0001. tec, 27(4):848-862, 2023. [doi]

An efficient many objective optimization algorithm with few parametersQingquan Zhang, Jialin Liu 0001, Xin Yao 0001. swevo, 83:101405, December 2023. [doi]

Surrogate-Assisted Evolutionary Q-Learning for Black-Box Dynamic Time-Linkage Optimization ProblemsTuo Zhang, Handing Wang, Bo Yuan 0006, Yaochu Jin, Xin Yao 0001. tec, 27(5):1162-1176, October 2023. [doi]

Hierarchical Reduced-Space Drift Detection Framework for Multivariate Supervised Data StreamsShuyi Zhang, Peter Tino, Xin Yao 0001. tkde, 35(3):2628-2640, March 2023. [doi]

New Reliability-Driven Bounds for Architecture-Based Multi-Objective Testing Resource AllocationGuofu Zhang, Lei Li, Zhaopin Su, Zhisheng Shao, Miqing Li, Bin Li 0025, Xin Yao 0001. TSE, 49(4):2513-2529, April 2023. [doi]

Robust Deep Learning Models against Semantic-Preserving Adversarial AttackYunce Zhao, Dashan Gao, Yinghua Yao, Zeqi Zhang, Bifei Mao, Xin Yao 0001. ijcnn 2023: 1-8 [doi]

2022

A Scalable Mixed Reality Platform for Remote Collaborative LEGO DesignXin Yao 0001, Jiangong Chen, Ting He, Jing Yang, Bin Li 0014. infocom 2022: 1-2 [doi]

Posterior Decision Making Based on Decomposition-Driven Knee Point IdentificationKe Li 0001, Haifeng Nie, Huiru Gao, Xin Yao 0001. tec, 26(6):1409-1423, 2022. [doi]

Spatio-Temporal Activity Recognition for Evolutionary Search Behavior PredictionStephen Friess, Peter Tino, Stefan Menzel, Zhao Xu 0001, Bernhard Sendhoff, Xin Yao 0001. ijcnn 2022: 1-8 [doi]

Indicator-Aware Talking Face Generation Based on Evolutionary Multi-objective OptimizationGe Guo, Wenjing Hong, Chaoyong Zhou, Xin Yao 0001. ssci 2022: 619-625 [doi]

Reproducibility and baseline reporting for dynamic multi-objective benchmark problemsDaniel Herring, Michael Kirley, Xin Yao 0001. gecco 2022: 529-537 [doi]

Preventing Undesirable Behaviors of Neural Networks via Evolutionary Constrained LearningChangwu Huang, Zeqi Zhang, Bifei Mao, Xin Yao 0001. ijcnn 2022: 1-7 [doi]

Online algorithm configuration for differential evolution algorithmChangwu Huang, Hao Bai, Xin Yao 0001. apin, 52(8):9193-9211, 2022. [doi]

Adaptive multiobjective evolutionary algorithm for large-scale transformer ratio error estimationChangwu Huang, Lianghao Li, Cheng He 0001, Ran Cheng, Xin Yao 0001. memetic, 14(2):237-251, 2022. [doi]

Region-Focused Memetic Algorithms With Smart Initialization for Real-World Large-Scale Waste Collection ProblemsWenxing Lan, Ziyuan Ye, Peijun Ruan, Jialin Liu 0001, Peng Yang 0008, Xin Yao 0001. tec, 26(4):704-718, 2022. [doi]

Generative Adversarial Construction of Parallel PortfoliosShengcai Liu, Ke Tang, Xin Yao 0001. tcyb, 52(2):784-795, 2022. [doi]

Dynamic Optimization in Fast-Changing Environments via Offline Evolutionary SearchXiaofen Lu, Ke Tang, Stefan Menzel, Xin Yao 0001. tec, 26(3):431-445, 2022. [doi]

Finding top-K solutions for the decision-maker in multiobjective optimizationWenjian Luo, Luming Shi, Xin Lin, Jiajia Zhang 0001, Miqing Li, Xin Yao 0001. isci, 613:204-227, 2022. [doi]

A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization - Part IIMohammad Nabi Omidvar, Xiaodong Li 0001, Xin Yao 0001. tec, 26(5):823-843, 2022. [doi]

A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization - Part IMohammad Nabi Omidvar, Xiaodong Li 0001, Xin Yao 0001. tec, 26(5):802-822, 2022. [doi]

Split-AE: An Autoencoder-based Disentanglement Framework for 3D Shape-to-shape Feature TransferSneha Saha, Leandro L. Minku, Xin Yao 0001, Bernhard Sendhoff, Stefan Menzel. ijcnn 2022: 1-9 [doi]

Evolving parsimonious circuits through shapley value-based genetic programmingXinming Shi, Jiashi Gao, Leandro L. Minku, Xin Yao 0001. gecco 2022: 602-605 [doi]

A novel tree-based representation for evolving analog circuits and its application to memristor-based pulse generation circuitXinming Shi, Leandro L. Minku, Xin Yao 0001. gpem, 23(4):453-493, 2022. [doi]

Adaptive Memory-Enhanced Time Delay Reservoir and its Memristive ImplementationXinming Shi, Leandro L. Minku, Xin Yao 0001. TC, 71(11):2766-2777, 2022. [doi]

NGA-Inspired Nanorobots-Assisted Detection of Multifocal CancerShaolong Shi, Yifan Chen, Xin Yao 0001. tcyb, 52(5):2787-2797, 2022. [doi]

Tension-Relaxation In Vivo Computing Principle for Tumor Sensitization and TargetingShaolong Shi, Neda Sharifi, Yifan Chen, Xin Yao 0001. tcyb, 52(9):9145-9156, 2022. [doi]

In Vivo Computing Strategies for Tumor Sensitization and TargetingShaolong Shi, Yifan Chen, Xin Yao 0001. tcyb, 52(6):4970-4980, 2022. [doi]

A Novel Data Stream Learning Approach to Tackle One-Sided Label Noise From Verification LatencyLiyan Song, Shuxian Li, Leandro L. Minku, Xin Yao 0001. ijcnn 2022: 1-8 [doi]

What makes the dynamic capacitated Arc routing problem hard to solve: insights from fitness landscape analysisHao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao 0001. gecco 2022: 305-313 [doi]

Benchmarking Dynamic Capacitated Arc Routing Algorithms Using Real-World Traffic SimulationHao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao 0001. cec 2022: 1-8 [doi]

A Novel Generalized Metaheuristic Framework for Dynamic Capacitated Arc Routing ProblemsHao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao 0001. tec, 26(6):1486-1500, 2022. [doi]

The vision of self-evolving computing systemsDanny Weyns, Thomas Bäck, René Vidal, Xin Yao 0001, Ahmed Nabil Belbachir. jid, 26(3-4):351-367, 2022. [doi]

Evolutionary continuous dynamic optimizationDanial Yazdani, Xin Yao 0001. gecco 2022: 1230-1242 [doi]

Benchmarking Continuous Dynamic Optimization: Survey and Generalized Test SuiteDanial Yazdani, Mohammad Nabi Omidvar, Ran Cheng, Jürgen Branke, Trung Thanh Nguyen 0002, Xin Yao 0001. tcyb, 52(5):3380-3393, 2022. [doi]

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