Ran Cheng (程然)
Ran Cheng (程然)
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Multi-objective optimization
Surrogate-assisted Multiobjective Neural Architecture Search for Real-time Semantic Segmentation
The architectural advancements in deep neural networks have led to remarkable leap-forwards across a broad array of computer vision …
Zhichao Lu
,
Ran Cheng
,
Shihua Huang
,
Haoming Zhang
,
Changxiao Qiu
,
Fan Yang
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DOI
Accelerating multi-objective neural architecture search by random-weight evaluation
For the goal of automated design of high-performance deep convolutional neural networks (CNNs), neural architecture search (NAS) …
Shengran Hu
,
Ran Cheng
,
Cheng He
,
Zhichao Lu
,
Jing Wang
,
Miao Zhang
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DOI
URL
Evolutionary Large-Scale Multi-Objective Optimization: A Survey
Multi-objective evolutionary algorithms (MOEAs) have shown promising performance in solving various optimization problems, but their …
Ye Tian
,
Langchun Si
,
Xingyi Zhang
,
Ran Cheng
,
Cheng He
,
Kay Chen Tan
,
Yaochu Jin
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DOI
URL
A Parallel Multi-objective Evolutionary Algorithm for Community Detection in Large-scale Complex Networks
Community detection in large-scale complex networks has recently received significant attention as the volume of available data is …
Yansen Su
,
Kefei Zhou
,
Xingyi Zhang
,
Ran Cheng
,
Chunhou Zheng
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DOI
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Adaptive Simulated Binary Crossover for Rotated Multi-objective Optimization
Crossover is a crucial operation for generating promising offspring solutions in evolutionary multi-objective optimization. Among …
Linqiang Pan
,
Wenting Xu
,
Lianghao Li
,
Cheng He
,
Ran Cheng
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DOI
URL
Multi-objective Neural Architecture Search with Almost No Training
In the recent past, neural architecture search (NAS) has attracted increasing attention from both academia and industries. Despite the …
Shengran Hu
,
Ran Cheng
,
Cheng He
,
Zhichao Lu
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DOI
A Competitive Mechanism Based Multi-objective Particle Swarm Optimizer with Fast Convergence
In the past two decades, multi-objective optimization has attracted increasing interests in the evolutionary computation community, and …
Xingyi Zhang
,
Xiutao Zheng
,
Ran Cheng
,
Jianfeng Qiu
,
Yaochu Jin
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DOI
URL
Data-Driven Surrogate-Assisted Multi-Objective Optimization of Complex Beneficiation Operational Process
Most optimization algorithms suppose that there exist explicit evaluation functions to evaluate the candidate solutions obtained during …
Chengzhi Wang
,
Jinliang Ding
,
Ran Cheng
,
Changxin Liu
,
Tianyou Chai
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