Publications

1.

Huang, Shihua; He, Cheng; Cheng, Ran

SoloGAN: Multi-domain Multimodal Unpaired Image-to-Image Translation via a Single Generative Adversarial Network Journal Article

In: IEEE Transactions on Artificial Intelligence, 2022, ISSN: 2691-4581.

Abstract | Links | BibTeX

2.

Wang, Teng; Jiang, Wenhao; Lu, Zhichao; Zheng, Feng; Cheng, Ran; Yin, Chengguo; Luo, Ping

VLMixer: Unpaired Vision-Language Pre-training via Cross-Modal CutMix Conference

2022.

Abstract | Links | BibTeX

3.

Bai, Hui; Cheng, Ran; Yazdani, Danial; Tan, Kay Chen; Jin, Yaochu

Evolutionary Large-Scale Dynamic Optimization Using Bilevel Variable Grouping Journal Article

In: IEEE Transactions on Cybernetics, 2022, ISSN: 2168-2267.

Abstract | Links | BibTeX

4.

Huang, Changwu; Li, Lianghao; He, Cheng; Cheng, Ran; Yao, Xin

Adaptive Multiobjective Evolutionary Algorithm for Large-scale Transformer Ratio Error Estimation Journal Article

In: Memetic Computing, vol. 14, no. 2, pp. 237–251, 2022.

Abstract | Links | BibTeX

5.

Yuan, Zhongju; Li, Genghui; Wang, Zhenkun; Sun, Jianyong; Cheng, Ran

RL-CSL: A Combinatorial Optimization Method Using Reinforcement Learning and Contrastive Self-Supervised Learning Journal Article

In: IEEE Transactions on Emerging Topics in Computational Intelligence, 2022, ISBN: 2471-285X.

Abstract | Links | BibTeX

6.

Cao, Lei; Ye, Chun-ming; Cheng, Ran; Wang, Zhen-kun

Memory-based Variable Neighborhood Search for Green Vehicle Routing Problem with Passing-by Drivers: A Comprehensive Perspective Journal Article

In: Complex & Intelligent Systems, pp. 1–19, 2022.

Abstract | Links | BibTeX

7.

Hu, Shengran; Cheng, Ran; He, Cheng; Lu, Zhichao; Wang, Jing; Zhang, Miao

Accelerating Multi-Objective Neural Architecture Search by Random-Weight Evaluation Journal Article

In: Complex & Intelligent Systems, pp. 1–10, 2021.

Abstract | Links | BibTeX

8.

Wang, Teng; Zhang, Ruimao; Lu, Zhichao; Zheng, Feng; Cheng, Ran; Luo, Ping

End-to-End Dense Video Captioning with Parallel Decoding Inproceedings

In: Proceedings of the IEEE/CVF International Conference on Computer Vision, pp. 6847–6857, 2021.

Abstract | Links | BibTeX

9.

Huang, Shihua; Lu, Zhichao; Cheng, Ran; He, Cheng

FaPN: Feature-aligned Pyramid Network for Dense Image Prediction Inproceedings

In: 2021 IEEE/CVF International Conference on Computer Vision (ICCV), pp. 844-853, 2021.

Abstract | Links | BibTeX

10.

Chen, Yiming; Zhang, Yan; Zhang, Chen; Lee, Grandee; Cheng, Ran; Li, Haizhou

Revisiting Self-Training for Few-Shot Learning of Language Model Conference

2021.

Abstract | Links | BibTeX

11.

Tan, Hao; Cheng, Ran; Huang, Shihua; He, Cheng; Qiu, Changxiao; Yang, Fan; Luo, Ping

RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning Journal Article

In: IEEE Transactions on Neural Networks and Learning Systems, 2021, ISBN: 2162-237X.

Abstract | Links | BibTeX

12.

He, Cheng; Tan, Hao; Huang, Shihua; Cheng, Ran

Efficient Evolutionary Neural Architecture Search by Modular Inheritable Crossover Journal Article

In: Swarm and Evolutionary Computation, vol. 64, pp. 100894, 2021, ISSN: 2210-6502.

Abstract | Links | BibTeX

13.

Lin, Jianqing; He, Cheng; Cheng, Ran

Dimension Dropout for Evolutionary High-Dimensional Expensive Multiobjective Optimization Inproceedings

In: Ishibuchi, Hisao; Zhang, Qingfu; Cheng, Ran; Li, Ke; Li, Hui; Wang, Handing; Zhou, Aimin (Ed.): Evolutionary Multi-Criterion Optimization, pp. 567–579, Springer International Publishing, Cham, 2021, ISBN: 978-3-030-72062-9.

Abstract | Links | BibTeX

14.

He, Cheng; Cheng, Ran; Tian, Ye; Zhang, Xingyi; Tan, Kay Chen; Jin, Yaochu

Paired Offspring Generation for Constrained Large-Scale Multiobjective Optimization Journal Article

In: IEEE Transactions on Evolutionary Computation, vol. 25, no. 3, pp. 448–462, 2021, ISSN: 1941-0026.

Abstract | Links | BibTeX

15.

Li, Lianghao; He, Cheng; Cheng, Ran; Pan, Linqiang

Large-scale Multiobjective Optimization via Problem Decomposition and Reformulation Inproceedings

In: 2021 IEEE Congress on Evolutionary Computation (CEC), pp. 2149–2155, 2021.

Abstract | Links | BibTeX

16.

Wang, Jing; Li, Runze; He, Cheng; Chen, Haixin; Cheng, Ran; Zhai, Chen; Zhang, Miao

An Inverse Design Method for Supercritical Airfoil Based on Conditional Generative Models Journal Article

In: Chinese Journal of Aeronautics, 2021, ISSN: 1000-9361.

Abstract | Links | BibTeX

17.

Yazdani, Danial; Cheng, Ran; Yazdani, Donya; Branke, Jürgen; Jin, Yaochu; Yao, Xin

A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part B Journal Article

In: IEEE Transactions on Evolutionary Computation, vol. 25, no. 4, pp. 630–650, 2021, ISSN: 1941-0026.

Abstract | Links | BibTeX

18.

He, Cheng; Huang, Shihua; Cheng, Ran; Tan, Kay Chen; Jin, Yaochu

Evolutionary Multiobjective Optimization Driven by Generative Adversarial Networks (GANs) Journal Article

In: IEEE Transactions on Cybernetics, vol. 51, no. 6, pp. 3129–3142, 2021, ISSN: 2168-2275.

Abstract | Links | BibTeX

19.

Yazdani, Danial; Cheng, Ran; Yazdani, Donya; Branke, Jürgen; Jin, Yaochu; Yao, Xin

A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part A Journal Article

In: IEEE Transactions on Evolutionary Computation, vol. 25, no. 4, pp. 609–629, 2021, ISSN: 1941-0026, (Conference Name: IEEE Transactions on Evolutionary Computation).

Abstract | Links | BibTeX

20.

Tan, Hao; Cheng, Ran; Huang, Shihua; He, Cheng; Qiu, Changxiao; Yang, Fan; Luo, Ping

RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning Journal Article

In: IEEE Transactions on Neural Networks and Learning Systems, pp. 1–15, 2021, ISSN: 2162-2388, (Conference Name: IEEE Transactions on Neural Networks and Learning Systems).

Abstract | Links | BibTeX

21.

Lin, Jianqing; He, Cheng; Cheng, Ran

Adaptive Dropout for High-dimensional Expensive Multiobjective Optimization Journal Article

In: Complex & Intelligent Systems, 2021, ISSN: 2198-6053.

Abstract | Links | BibTeX

22.

Hu, Shengran; Cheng, Ran; He, Cheng; Lu, Zhichao

Multi-objective Neural Architecture Search with Almost No Training Inproceedings

In: Ishibuchi, Hisao; Zhang, Qingfu; Cheng, Ran; Li, Ke; Li, Hui; Wang, Handing; Zhou, Aimin (Ed.): Evolutionary Multi-Criterion Optimization, pp. 492–503, Springer International Publishing, Cham, 2021, ISBN: 978-3-030-72062-9.

Abstract | Links | BibTeX

23.

He, Cheng; Cheng, Ran

Population Sizing of Evolutionary Large-Scale Multiobjective Optimization Inproceedings

In: Ishibuchi, Hisao; Zhang, Qingfu; Cheng, Ran; Li, Ke; Li, Hui; Wang, Handing; Zhou, Aimin (Ed.): Evolutionary Multi-Criterion Optimization, pp. 41–52, Springer International Publishing, Cham, 2021, ISBN: 978-3-030-72062-9.

Abstract | Links | BibTeX

24.

Li, Lianghao; He, Cheng; Cheng, Ran; Pan, Linqiang

Manifold Learning Inspired Mating Restriction for Evolutionary Constrained Multiobjective Optimization Inproceedings

In: Ishibuchi, Hisao; Zhang, Qingfu; Cheng, Ran; Li, Ke; Li, Hui; Wang, Handing; Zhou, Aimin (Ed.): Evolutionary Multi-Criterion Optimization, pp. 296–307, Springer International Publishing, Cham, 2021, ISBN: 978-3-030-72062-9.

Abstract | Links | BibTeX

25.

Yazdani, Danial; Cheng, Ran; He, Cheng; Branke, Jürgen

Adaptive Control of Subpopulations in Evolutionary Dynamic Optimization Journal Article

In: IEEE Transactions on Cybernetics, vol. 52, no. 7, pp. 6476-6489, 2020, ISBN: 2168-2267.

Links | BibTeX

26.

Yazdani, Danial; Omidvar, Mohammad Nabi; Cheng, Ran; Branke, Jürgen; Nguyen, Trung Thanh; Yao, Xin

Benchmarking continuous dynamic optimization: Survey and generalized test suite Journal Article

In: IEEE Transactions on Cybernetics, 2020, ISSN: 2168-2267.

Abstract | Links | BibTeX

27.

He, Cheng; Cheng, Ran; Yazdani, Danial

Adaptive Offspring Generation for Evolutionary Large-Scale Multiobjective Optimization Journal Article

In: IEEE Transactions on Systems, Man, and Cybernetics: Systems, pp. 786 – 798, 2020, ISSN: 2168-2216.

Abstract | Links | BibTeX

28.

Chen, Yiming; Pan, Tianci; He, Cheng; Cheng, Ran

Efficient Evolutionary Deep Neural Architecture Search (NAS) by Noisy Network Morphism Mutation Inproceedings

In: Pan, Linqiang; Liang, Jing; Qu, Boyang (Ed.): Bio-inspired Computing: Theories and Applications, pp. 497–508, Springer, Singapore, 2020, ISBN: 9789811534157.

Abstract | Links | BibTeX

29.

He, Cheng; Cheng, Ran; Tian, Ye; Zhang, Xingyi

Iterated Problem Reformulation for Evolutionary Large-Scale Multiobjective Optimization Inproceedings

In: 2020 IEEE Congress on Evolutionary Computation (CEC), pp. 1–8, 2020.

Abstract | Links | BibTeX

30.

Yazdani, Danial; Omidvar, Mohammad Nabi; Cheng, Ran; Branke, Jürgen; Nguyen, Trung Thanh; Yao, Xin

Benchmarking Continuous Dynamic Optimization: Survey and Generalized Test Suite Journal Article

In: IEEE Transactions on Cybernetics, pp. 1–14, 2020, ISSN: 2168-2275.

Abstract | Links | BibTeX

31.

He, Cheng; Cheng, Ran; Zhang, Chuanji; Tian, Ye; Chen, Qin; Yao, Xin

Evolutionary Large-Scale Multiobjective Optimization for Ratio Error Estimation of Voltage Transformers Journal Article

In: IEEE Transactions on Evolutionary Computation, vol. 24, no. 5, pp. 868–881, 2020, ISSN: 1941-0026.

Abstract | Links | BibTeX

32.

Hou, Zhanglu; He, Cheng; Cheng, Ran

Reformulating Preferences into Constraints for Evolutionary Multi- and Many-objective Optimization Journal Article

In: Information Sciences, vol. 541, pp. 1–15, 2020, ISSN: 0020-0255.

Abstract | Links | BibTeX

33.

Kong, Yanguo; Kong, Xiangyi; He, Cheng; Liu, Changsong; Wang, Liting; Su, Lijuan; Gao, Jun; Guo, Qi; Cheng, Ran

Constructing an Automatic Diagnosis and Severity-classification Model for Acromegaly Using Facial Photographs by Deep Learning Journal Article

In: Journal of Hematology & Oncology, vol. 13, no. 1, pp. 88, 2020, ISSN: 1756-8722.

Abstract | Links | BibTeX

34.

Cheng, Ran; Omidvar, Mohammad Nabi; Gandomi, Amir H; Sendhoff, Bernhard; Menzel, Stefan; Yao, Xin

Solving Incremental Optimization Problems via Cooperative Coevolution Journal Article

In: IEEE Transactions on Evolutionary Computation, vol. 23, no. 5, pp. 762–775, 2019, ISSN: 1089-778X.

Abstract | Links | BibTeX

35.

He, Cheng; Cheng, Ran; Jin, Yaochu; Yao, Xin

Surrogate-Assisted Expensive Many-Objective Optimization by Model Fusion Inproceedings

In: 2019 IEEE Congress on Evolutionary Computation (CEC), pp. 1672–1679, 2019, ISBN: 978-1-7281-2153-6.

Abstract | Links | BibTeX

36.

He, Cheng; Li, Lianghao; Tian, Ye; Zhang, Xingyi; Cheng, Ran; Jin, Yaochu; Yao, Xin

Accelerating Large-Scale Multiobjective Optimization via Problem Reformulation Journal Article

In: IEEE Transactions on Evolutionary Computation, vol. 23, no. 6, pp. 949–961, 2019, ISSN: 1941-0026.

Abstract | Links | BibTeX

37.

Cheng, Ran; He, Cheng; Jin, Yaochu; Yao, Xin

Model-based Evolutionary Algorithms: a Short Survey Journal Article

In: Complex & Intelligent Systems, vol. 4, no. 4, pp. 283–292, 2018, ISSN: 2198-6053.

Abstract | Links | BibTeX