Topological Vortex Theory and Its Applications in Artificial...

Acessar

Entrar

Cadastrar

Pesquisar

Theme Switcher

Night Mode

Topological Vortex Theory and Its Applications in Artificial Intelligence (2)

Blogs Literature

Postado 2025-12-17 02:30:53

949

2. The Core Connotation of Topological Vortex Theory

2.1 Spacetime Dynamic Network Model

TVT constructs dynamic networks using spacetime vortices as fundamental units, simulating information flow in complex systems through the generation, evolution, and interaction of vortices. In AI, this model can capture the nonlinear dynamics of neuronal population activation and inhibition, particularly suitable for simulating "insight" phenomena in creative thinking—the sudden reorganization of information within the spacetime topological structure.

2.2 Dynamic Memory Storage Mechanism

Unlike static memory storage in traditional artificial neural networks, TVT introduces a phase decay mechanism of the vortex field to describe memory consolidation and forgetting. This mechanism more closely approximates memory regulation based on synaptic plasticity in the biological brain, endowing AI systems with more natural memory lifecycle management capabilities.

2.3 Nonlinear Dynamics and Jumping Thought

TVT emphasizes topological mutations (such as the Berezinskii–Kosterlitz–Thouless phase transition mechanism) caused by vortex interactions. Such mutations can simulate discontinuous, jumping associations in human thinking. This characteristic provides a mathematical model for AI to achieve logical leapfrogging and creative reasoning.

2.4 Multimodal Information Integration

Through the unified spacetime representation of the vortex field, TVT can map multimodal information such as vision, language, and touch into the same topological structure, reducing the computational redundancy of feature fusion in traditional multimodal AI and improving information processing efficiency and system synergy.

Faça o login para curtir, compartilhar e comentar!

LANA AIR II 主機適合哪種 vape 口味搭配？

選擇一支電子煙主機，不僅要看外觀與續航，更要考慮它與煙彈口味的協同表現。LANA AIR II 電子煙煙桿作為一款專為原廠煙彈優化的輕量級設備，其 12W...

Por 2026-02-03 02:32:52 0 566

🔥 Hire! TikTok Live Sales Host (Hangzhou) 🔥

Love live streaming? Great at English? Join our team! We need a TikTok Live Sales...

Por 2025-09-25 10:37:31 0 2KB

梟客6代主機雙模革命｜DIYA通用煙彈實測

雙模革命引爆！梟客6代主機兼容宇宙降臨當「主機性能」與「拋棄便利」的界線崩塌，梟客電子煙祭出核彈級新品—— 梟客 6代主機...

Por 2025-06-17 01:16:25 0 2KB

Kobe球鞋經典重現：Nike Kobe系列全面解析

在籃球場上，Kobe Bryant 的傳奇影響力不僅來自他無可挑剔的技術與精神，更延伸至鞋款文化。kobe 球鞋系列由 Nike...

Por 2025-09-02 05:53:09 0 2KB

Intelligent Post-Packaging Case Packing Machine and Palletizing Production Line

Intelligent Post-Packaging Case Packing Machine and Palletizing Production Line Click to quickly...

Por 2025-07-09 08:13:03 2 3KB