Search Results for author: Kebin Sun

Found 4 papers, 3 papers with code

EvoGP: A GPU-accelerated Framework for Tree-based Genetic Programming

2 code implementations21 Jan 2025 Lishuang Wang, Zhihong Wu, Kebin Sun, Zhuozhao Li, Ran Cheng

However, GPU acceleration of TGP faces three key challenges: inefficient tree encoding, highly heterogeneous genetic operations, and limited parallelism in fitness evaluation.

Feature Engineering regression +1

Towards Scalable GPU-Accelerated SNN Training via Temporal Fusion

no code implementations1 Aug 2024 Yanchen Li, Jiachun Li, Kebin Sun, Luziwei Leng, Ran Cheng

Drawing on the intricate structures of the brain, Spiking Neural Networks (SNNs) emerge as a transformative development in artificial intelligence, closely emulating the complex dynamics of biological neural networks.

Navigate

Tensorized NeuroEvolution of Augmenting Topologies for GPU Acceleration

1 code implementation2 Apr 2024 Lishuang Wang, Mengfei Zhao, Enyu Liu, Kebin Sun, Ran Cheng

Through evaluations across a spectrum of robotics control environments in Brax, TensorNEAT achieves up to 500x speedups compared to the existing implementations such as NEAT-Python.

Computational Efficiency

GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEA

1 code implementation1 Apr 2024 Zhenyu Liang, Tao Jiang, Kebin Sun, Ran Cheng

Evolutionary multiobjective optimization has witnessed remarkable progress during the past decades.

Multiobjective Optimization

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