2 code implementations • 21 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.
no code implementations • 1 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.
1 code implementation • 2 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.
1 code implementation • 1 Apr 2024 • Zhenyu Liang, Tao Jiang, Kebin Sun, Ran Cheng
Evolutionary multiobjective optimization has witnessed remarkable progress during the past decades.