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Evolutionary Computation

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20 4月

[IEEE TEVC] Bridging Evolutionary Multiobjective Optimization and GPU Acceleration via Tensorization

By EMIEvolutionary Computation
Zhenyu Liang, Hao Li, Naiwei Yu, Kebin Sun and Ran Cheng, Senior Member, IEEE Abstract As the demand…
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[IEEE TEVC] MetaDE: Evolving Differential Evolution by Differential Evolution
13 3月

[IEEE TEVC] MetaDE: Evolving Differential Evolution by Differential Evolution

By EMIEvolutionary Computation
Minyan Chen, Chenchen Feng, and Ran Cheng, Senior Member, IEEE Abstract: Differential Evolution (DE)…
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[GECCO 2024] GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA
11 5月

[GECCO 2024] GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA

By EMIEvolutionary Computation
Zhenyu Liang, Tao Jiang, Kebin Sun, Ran Cheng Abstract Evolutionary multiobjective op…
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[IEEE TEVC] EvoX: A Distributed GPU-accelerated Framework for Scalable Evolutionary Computation
28 4月

[IEEE TEVC] EvoX: A Distributed GPU-accelerated Framework for Scalable Evolutionary Computation

By EMIEvolutionary Computation
Beichen Huang, Ran Cheng, Zhuozhao Li, Yaochu Jin, Kay Chen Tan Abstract: Inspired by natural evolut…
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[Intelligent Computing] Evolutionary Reinforcement Learning: A Survey
27 4月

[Intelligent Computing] Evolutionary Reinforcement Learning: A Survey

By EMIEvolutionary Computation
Hui Bai, Ran Cheng*, Yaochu Jin Abstract: Reinforcement learning (RL) is a machine learning approach…
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[IEEE TEVC] Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment
07 2月

[IEEE TEVC] Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment

By EMIEvolutionary Computation
Zhichao Lu, Ran Cheng, Yaochu Jin, Kay Chen Tan and Kalyanmoy Deb Abstract: The ongoing advancements…
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[IEEE ToG] Lamarckian Platform: Pushing the Boundaries of Evolutionary Reinforcement Learning towards Asynchronous Commercial Games
20 9月

[IEEE ToG] Lamarckian Platform: Pushing the Boundaries of Evolutionary Reinforcement Learning towards Asynchronous Commercial Games

By EMIEvolutionary Computation
Hui Bai, Ruimin Shen, Yue Lin, Botian Xu, and Ran Cheng* Abstract: Despite the emerging progress of …
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[IEEE TCYB] Evolutionary Large-Scale Dynamic Optimization Using Bilevel Variable Grouping (BLVG)
16 5月

[IEEE TCYB] Evolutionary Large-Scale Dynamic Optimization Using Bilevel Variable Grouping (BLVG)

By EMIEvolutionary Computation
Hui Bai, Ran Cheng*, Danial Yazdani, Kay Chen Tan, Yaochu Jin   Abstract: Variable grouping provides…
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[IEEE TCYB] Evolutionary Multiobjective Optimization Driven by Generative Adversarial Networks (GANs)
26 7月

[IEEE TCYB] Evolutionary Multiobjective Optimization Driven by Generative Adversarial Networks (GANs)

By EMIDeep Learning, Evolutionary Computation
Cheng He, Shihua Huang, Ran Cheng*, Kay Chen Tan, Yaochu Jin Abstract: Recently, increasing works ha…
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[IEEE TNNLS] RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning
24 7月

[IEEE TNNLS] RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning

By EMIDeep Learning, Evolutionary Computation
Hao Tan, Ran Cheng*, et al. Abstract: Despite the remarkable success of convolutional neur…
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