Credit assignment for trained neural networks based on Koopman operator theory

Zhen LIANG, Changyuan ZHAO, Wanwei LIU, Bai XUE, Wenjing YANG, Zhengbin PANG

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Front. Comput. Sci. ›› 2024, Vol. 18 ›› Issue (1) : 181324. DOI: 10.1007/s11704-023-2629-4
Artificial Intelligence
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Credit assignment for trained neural networks based on Koopman operator theory

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Zhen LIANG, Changyuan ZHAO, Wanwei LIU, Bai XUE, Wenjing YANG, Zhengbin PANG. Credit assignment for trained neural networks based on Koopman operator theory. Front. Comput. Sci., 2024, 18(1): 181324 https://doi.org/10.1007/s11704-023-2629-4

References

[1]
Dahnert M, Hou J, Nießner M, , . Panoptic 3D scene reconstruction from a single RGB image. In: Proceedings of the 35th Neural Information Processing Systems. 2021, 8282−8293
[2]
Tian Y, Yang W, Wang J . Image fusion using a multi-level image decomposition and fusion method. Applied Optics, 2021, 60( 24): 7466–7479
[3]
Liang Z, Cai Z, Li M, et al. Parallel gym gazebo: a scalable parallel robot deep reinforcement learning platform. In: Proceedings of the 31st IEEE International Conference on Tools with Artificial Intelligence. 2019, 206−213
[4]
Minsky M . Steps toward artificial intelligence. Proceedings of the IRE, 1961, 49( 1): 8–30
[5]
Whitney H . Differentiable manifolds. Annals of Mathematics, 1936, 37( 3): 645–680
[6]
Takens F. Detecting strange attractors in turbulence. In: Rand D, Young L S, eds. Dynamical Systems and Turbulence, Warwick 1980. Berlin, Heidelberg: Springer, 1981, 366−381
[7]
Kutz J N, Brunton S L, Brunton B W, Proctor J L. Dynamic Mode Decomposition: Data-Driven Modeling of Complex Systems. Philadelphia: Society for Industrial and Applied Mathematics, 2016
[8]
Lecun Y, Bottou L, Bengio Y, Haffner P . Gradient-based learning applied to document recognition. Proceedings of the IEEE, 1998, 86( 11): 2278–2324

Acknowledgements

This work was supported by the National Natural Science Foundation of China (Grant Nos. 61872371, 61836005 and 62032024) and the CAS Pioneer Hundred Talents Program.

Competing interests

The authors declare that they have no competing interests or financial conflicts to disclose.

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