Quantum Kolmogorov-Arnold networks by combining quantum signal processing circuits
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arXiv
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| Main Author: | |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866912060490645504 |
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| author | Daskin, Ammar |
| author_facet | Daskin, Ammar |
| contents | In this paper, we show that an equivalent implementation of KAN can be done on quantum computers by simply combining quantum signal processing circuits in layers. This provides a powerful and robust path for the applications of KAN on quantum computers. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2410_04218 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Quantum Kolmogorov-Arnold networks by combining quantum signal processing circuits Daskin, Ammar Quantum Physics Machine Learning In this paper, we show that an equivalent implementation of KAN can be done on quantum computers by simply combining quantum signal processing circuits in layers. This provides a powerful and robust path for the applications of KAN on quantum computers. |
| title | Quantum Kolmogorov-Arnold networks by combining quantum signal processing circuits |
| topic | Quantum Physics Machine Learning |
| url | https://arxiv.org/abs/2410.04218 |