Looking Through Glass Box
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arXiv
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| Format: | Preprint |
| Published: |
2026
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| _version_ | 1866912948336721920 |
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| author | Kafantaris, Alexis |
| author_facet | Kafantaris, Alexis |
| contents | This essay is about a neural implementation of the fuzzy cognitive map, the FHM, and corresponding evaluations. Firstly, a neural net has been designed to behave the same way that an FCM does; as inputs it accepts many fuzzy cognitive maps and propagates them in order to learn causality patterns. Moreover, the network uses langevin differential Dynamics, which avoid overfit, to inverse solve the output node values according to some policy. Nevertheless, having obtained an inverse solution provides the user a modification criterion. Having the modification criterion suggests that information is now according to discretion as a different service or product is a better fit. Lastly, evaluation has been done on several data sets in order to examine the networks performance. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2603_06272 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Looking Through Glass Box Kafantaris, Alexis Neural and Evolutionary Computing Artificial Intelligence Machine Learning Symbolic Computation This essay is about a neural implementation of the fuzzy cognitive map, the FHM, and corresponding evaluations. Firstly, a neural net has been designed to behave the same way that an FCM does; as inputs it accepts many fuzzy cognitive maps and propagates them in order to learn causality patterns. Moreover, the network uses langevin differential Dynamics, which avoid overfit, to inverse solve the output node values according to some policy. Nevertheless, having obtained an inverse solution provides the user a modification criterion. Having the modification criterion suggests that information is now according to discretion as a different service or product is a better fit. Lastly, evaluation has been done on several data sets in order to examine the networks performance. |
| title | Looking Through Glass Box |
| topic | Neural and Evolutionary Computing Artificial Intelligence Machine Learning Symbolic Computation |
| url | https://arxiv.org/abs/2603.06272 |