Introducing COGENT3: An AI Architecture for Emergent Cognition
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arXiv
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866908787198132224 |
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| author | Salazar, Eduardo |
| author_facet | Salazar, Eduardo |
| contents | This paper presents COGENT3 (or Collective Growth and Entropy-modulated Triads System), a novel approach for emergent cognition integrating pattern formation networks with group influence dynamics. Contrasting with traditional strategies that rely on predetermined architectures, computational structures emerge dynamically in our framework through agent interactions. This enables a more flexible and adaptive system exhibiting characteristics reminiscent of human cognitive processes. The incorporation of temperature modulation and memory effects in COGENT3 closely integrates statistical mechanics, machine learning, and cognitive science. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2504_04139 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Introducing COGENT3: An AI Architecture for Emergent Cognition Salazar, Eduardo Artificial Intelligence 68T05, 37A60, 05C82, 82C20 I.2.6; G.2.2; I.6.8 This paper presents COGENT3 (or Collective Growth and Entropy-modulated Triads System), a novel approach for emergent cognition integrating pattern formation networks with group influence dynamics. Contrasting with traditional strategies that rely on predetermined architectures, computational structures emerge dynamically in our framework through agent interactions. This enables a more flexible and adaptive system exhibiting characteristics reminiscent of human cognitive processes. The incorporation of temperature modulation and memory effects in COGENT3 closely integrates statistical mechanics, machine learning, and cognitive science. |
| title | Introducing COGENT3: An AI Architecture for Emergent Cognition |
| topic | Artificial Intelligence 68T05, 37A60, 05C82, 82C20 I.2.6; G.2.2; I.6.8 |
| url | https://arxiv.org/abs/2504.04139 |