Publications

(2022). VLMixer: Unpaired Vision-Language Pre-training via Cross-Modal CutMix. Proceedings of the 39th International Conference on Machine Learning.

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(2022). Adaptive multiobjective evolutionary algorithm for large-scale transformer ratio error estimation. Memetic Computing.

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(2022). Ternary Compression for Communication-Efficient Federated Learning. IEEE Transactions on Neural Networks and Learning Systems.

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(2022). Adaptive Offspring Generation for Evolutionary Large-Scale Multiobjective Optimization. IEEE Transactions on Systems, Man, and Cybernetics: Systems.

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(2022). Reference Vector-Assisted Adaptive Model Management for Surrogate-Assisted Many-Objective Optimization. IEEE Transactions on Systems, Man, and Cybernetics: Systems.

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(2022). Hybrid attention-based transformer block model for distant supervision relation extraction. Neurocomputing.

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(2022). Evolutionary Large-Scale Dynamic Optimization Using Bilevel Variable Grouping. IEEE Transactions on Cybernetics.

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(2021). Accelerating multi-objective neural architecture search by random-weight evaluation. Complex & Intelligent Systems.

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(2021). Revisiting Self-Training for Few-Shot Learning of Language Model. arXiv:2110.01256 [cs].

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(2021). FaPN: Feature-aligned Pyramid Network for Dense Image Prediction. arXiv:2108.07058 [cs].

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(2021). End-to-End Dense Video Captioning with Parallel Decoding. arXiv:2108.07781 [cs].

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(2021). A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part A. IEEE Transactions on Evolutionary Computation.

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(2021). Efficient Evolutionary Neural Architecture Search by Modular Inheritable Crossover. Swarm and Evolutionary Computation.

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(2021). Large-scale Multiobjective Optimization via Problem Decomposition and Reformulation. 2021 IEEE Congress on Evolutionary Computation (CEC).

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(2021). Evolutionary Large-Scale Multi-Objective Optimization: A Survey. ACM Computing Surveys.

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(2021). Adaptive Dropout for High-dimensional Expensive Multiobjective Optimization. Complex & Intelligent Systems.

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(2021). Solving Many-Objective Optimization Problems via Multistage Evolutionary Search. IEEE Transactions on Systems, Man, and Cybernetics: Systems.

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(2021). RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning. IEEE Transactions on Neural Networks and Learning Systems.

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(2021). Population Sizing of Evolutionary Large-Scale Multiobjective Optimization. Evolutionary Multi-Criterion Optimization.

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(2021). Paired Offspring Generation for Constrained Large-Scale Multiobjective Optimization. IEEE Transactions on Evolutionary Computation.

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(2021). Operator-Adapted Evolutionary Large-Scale Multiobjective Optimization for Voltage Transformer Ratio Error Estimation. Evolutionary Multi-Criterion Optimization.

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(2021). Multi-objective Neural Architecture Search with Almost No Training. Evolutionary Multi-Criterion Optimization.

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(2021). Manifold Learning-Inspired Mating Restriction for Evolutionary Multiobjective Optimization With Complicated Pareto Sets. IEEE Transactions on Cybernetics.

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(2021). Manifold Learning Inspired Mating Restriction for Evolutionary Constrained Multiobjective Optimization. Evolutionary Multi-Criterion Optimization.

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(2021). Evolutionary Multiobjective Optimization Driven by Generative Adversarial Networks (GANs). IEEE Transactions on Cybernetics.

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(2021). Efficient Evolutionary Search of Attention Convolutional Networks via Sampled Training and Node Inheritance. IEEE Transactions on Evolutionary Computation.

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(2021). Dimension Dropout for Evolutionary High-Dimensional Expensive Multiobjective Optimization. Evolutionary Multi-Criterion Optimization.

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(2021). An Inverse Design Method for Supercritical Airfoil Based on Conditional Generative Models. Chinese Journal of Aeronautics.

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(2021). Adaptive Simulated Binary Crossover for Rotated Multi-objective Optimization. Swarm and Evolutionary Computation.

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(2021). A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part B. IEEE Transactions on Evolutionary Computation.

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(2021). A Parallel Multi-objective Evolutionary Algorithm for Community Detection in Large-scale Complex Networks. Information Sciences.

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(2021). A Multi-stage Evolutionary Algorithm for Multi-objective Optimization with Complex Constraints. Information Sciences.

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(2020). Constructing an Automatic Diagnosis and Severity-classification Model for Acromegaly using Facial Photographs by Deep Learning. Journal of Hematology & Oncology.

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(2020). Techniques for Accelerating Multi-Objective Evolutionary Algorithms in PlatEMO. 2020 IEEE Congress on Evolutionary Computation (CEC).

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(2020). Iterated Problem Reformulation for Evolutionary Large-Scale Multiobjective Optimization. 2020 IEEE Congress on Evolutionary Computation (CEC).

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(2020). Guiding Evolutionary Multiobjective Optimization With Generic Front Modeling. IEEE Transactions on Cybernetics.

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(2020). Evolutionary Large-Scale Multiobjective Optimization for Ratio Error Estimation of Voltage Transformers. IEEE Transactions on Evolutionary Computation.

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(2020). Efficient Evolutionary Deep Neural Architecture Search (NAS) by Noisy Network Morphism Mutation. Bio-inspired Computing: Theories and Applications.

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(2020). Benchmarking Continuous Dynamic Optimization: Survey and Generalized Test Suite. IEEE Transactions on Cybernetics.

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(2020). Adaptive Control of Subpopulations in Evolutionary Dynamic Optimization. IEEE Transactions on Cybernetics.

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(2019). Surrogate-Assisted Expensive Many-Objective Optimization by Model Fusion. 2019 IEEE Congress on Evolutionary Computation (CEC).

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(2019). Solving Incremental Optimization Problems via Cooperative Coevolution. IEEE Transactions on Evolutionary Computation.

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(2019). Particle Swarm Optimization for Network-Based Data Classification. Neural Networks.

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(2019). Diversity Assessment of Multi-Objective Evolutionary Algorithms: Performance Metric and Benchmark Problems [Research Frontier]. IEEE Computational Intelligence Magazine.

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(2019). Accelerating Large-Scale Multiobjective Optimization via Problem Reformulation. IEEE Transactions on Evolutionary Computation.

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(2019). A Strengthened Dominance Relation Considering Convergence and Diversity for Evolutionary Many-Objective Optimization. IEEE Transactions on Evolutionary Computation.

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(2019). A Multistage Evolutionary Algorithm for Better Diversity Preservation in Multiobjective Optimization. IEEE Transactions on Systems, Man, and Cybernetics: Systems.

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(2019). A Hybrid Surrogate-Assisted Evolutionary Algorithm for Computationally Expensive Many-Objective Optimization. 2019 IEEE Congress on Evolutionary Computation (CEC).

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(2018). Sampling Reference Points on the Pareto Fronts of Benchmark Multi-Objective Optimization Problems. 2018 IEEE Congress on Evolutionary Computation (CEC).

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(2018). Model-based Evolutionary Algorithms: a Short Survey. Complex & Intelligent Systems.

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(2018). Evolutionary Multiobjective Optimization-Based Multimodal Optimization: Fitness Landscape Approximation and Peak Detection. IEEE Transactions on Evolutionary Computation.

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(2018). Computational Intelligence-Assisted Understanding of Nature-Inspired Superhydrophobic Behavior. Advanced Science.

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(2018). An Indicator-Based Multiobjective Evolutionary Algorithm With Reference Point Adaptation for Better Versatility. IEEE Transactions on Evolutionary Computation.

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(2018). A two-stage R2 indicator Based Evolutionary Algorithm for Many-objective Optimization. Applied Soft Computing.

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(2018). A Decision Variable Clustering-Based Evolutionary Algorithm for Large-Scale Many-Objective Optimization. IEEE Transactions on Evolutionary Computation.

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(2018). A Competitive Mechanism Based Multi-objective Particle Swarm Optimizer with Fast Convergence. Information Sciences.

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(2017). Test Problems for Large-Scale Multiobjective and Many-Objective Optimization. IEEE Transactions on Cybernetics.

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(2017). Surrogate-Assisted Cooperative Swarm Optimization of High-Dimensional Expensive Problems. IEEE Transactions on Evolutionary Computation.

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(2017). PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization [Educational Forum]. IEEE Computational Intelligence Magazine.

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(2017). Parallel Peaks: A Visualization Method for Benchmark Studies of Multimodal Optimization. 2017 IEEE Congress on Evolutionary Computation (CEC).

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(2017). Nature-Inspired Graph Optimization for Dimensionality Reduction. 2017 IEEE 29th International Conference on Tools with Artificial Intelligence (ICTAI).

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(2017). Evolutionary Many-Objective Optimization of Hybrid Electric Vehicle Control: From General Optimization to Preference Articulation. IEEE Transactions on Emerging Topics in Computational Intelligence.

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(2017). Data-Driven Surrogate-Assisted Multi-Objective Optimization of Complex Beneficiation Operational Process. IFAC-PapersOnLine.

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(2017). Adjusting Parallel Coordinates for Investigating Multi-objective Search. Simulated Evolution and Learning.

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(2017). A Benchmark Test Suite for Evolutionary Many-objective Optimization.

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(2016). Network Structural Optimization Based on Swarm Intelligence for Highlevel Classification. 2016 International Joint Conference on Neural Networks (IJCNN).

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(2016). Empirical Analysis of a Tree-based Efficient Non-dominated Sorting Approach for Many-objective Optimization. 2016 IEEE Symposium Series on Computational Intelligence (SSCI).

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(2016). A Reference Vector Guided Evolutionary Algorithm for Many-Objective Optimization. IEEE Transactions on Evolutionary Computation.

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(2016). A Multi-objective Evolutionary Algorithm Based on an Enhanced Inverted Generational Distance Metric. 2016 IEEE Congress on Evolutionary Computation (CEC).

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(2015). Reference Vector Based a posteriori Preference Articulation for Evolutionary Multiobjective Optimization. 2015 IEEE Congress on Evolutionary Computation (CEC).

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(2015). Multi-objective Ensemble Generation. WIREs Data Mining and Knowledge Discovery.

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(2015). An Efficient Approach to Nondominated Sorting for Evolutionary Multiobjective Optimization. IEEE Transactions on Evolutionary Computation.

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(2015). A Multiobjective Evolutionary Algorithm Using Gaussian Process-Based Inverse Modeling. IEEE Transactions on Evolutionary Computation.

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(2015). A Competitive Swarm Optimizer for Large Scale Optimization. IEEE Transactions on Cybernetics.

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(2014). Demonstrator Selection in a Social Learning Particle Swarm Optimizer. 2014 IEEE Congress on Evolutionary Computation (CEC).

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(2013). Simulating Swarm Behaviuors for Optimisation by Learning from Neighbours. 2013 13th UK Workshop on Computational Intelligence (UKCI).

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(2013). A Multi-swarm Evolutionary Framework based on a Feedback Mechanism. 2013 IEEE Congress on Evolutionary Computation.

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(2012). Bisexual Evolution: A Novel Bisexual Evolutionary Framework Based on the Fisher's Runaway Process. 2012 IEEE Congress on Evolutionary Computation.

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