The Labyrinth of Complexity: A Mathematical Model of Cognitive Dynamics in the P vs NP Problem Based on the Unified Dynamic Model of Mind (UDMM)

This paper introduces a novel mathematical model to simulate the underlying cognitive and perceptual dynamics involved in the struggle to solve NP-hard problems, specifically the P vs NP problem. Drawing upon the fundamental principles of the Unified Dynamic Model of Mind (UDMM), psychological concepts such as "Informational Tension," "Cognitive Boundaries," and "Holistic Intent" are translated into rigorous mathematical language. The proposed model utilizes tools from dynamic systems theory, information theory (Free Energy Principle), and vector calculus to describe the movement of a researcher's "Cognitive State" through the problem's "State Space." The solution is represented as an attractor point (W_{ideal}), and the driving force towards the solution is defined as a gradient descent to minimize Kullback-Leibler (KL) Divergence, guided by a three-layered "Holistic Intent Vector" (\vec{C}). The model aims not to prove whether P=NP, but to provide a framework for simulating and understanding phenomena such as "sudden insight," "cognitive frustration," and "deviation from the correct path." The implications of this model for understanding the nature of computational difficulty and for designing more creative and problem-solving artificial intelligence systems are discussed.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-07-20
DOI
https://doi.org/10.5281/zenodo.16220484
Primary Topic
Mosquito-borne diseases and control
Type
article
Field-Weighted Citation Impact
0.00
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article

The Labyrinth of Complexity: A Mathematical Model of Cognitive Dynamics in the P vs NP Problem Based on the Unified Dynamic Model of Mind (UDMM)

Zenodo (CERN European Organization for Nuclear Research)
Mosquito-borne diseases and control
article

The Labyrinth of Complexity: A Mathematical Model of Cognitive Dynamics in the P vs NP Problem Based on the Unified Dynamic Model of Mind (UDMM)

article en

Abstract

This paper introduces a novel mathematical model to simulate the underlying cognitive and perceptual dynamics involved in the struggle to solve NP-hard problems, specifically the P vs NP problem. Drawing upon the fundamental principles of the Unified Dynamic Model of Mind (UDMM), psychological concepts such as "Informational Tension," "Cognitive Boundaries," and "Holistic Intent" are translated into rigorous mathematical language. The proposed model utilizes tools from dynamic systems theory, information theory (Free Energy Principle), and vector calculus to describe the movement of a researcher's "Cognitive State" through the problem's "State Space." The solution is represented as an attractor point (W_{ideal}), and the driving force towards the solution is defined as a gradient descent to minimize Kullback-Leibler (KL) Divergence, guided by a three-layered "Holistic Intent Vector" (\vec{C}). The model aims not to prove whether P=NP, but to provide a framework for simulating and understanding phenomena such as "sudden insight," "cognitive frustration," and "deviation from the correct path." The implications of this model for understanding the nature of computational difficulty and for designing more creative and problem-solving artificial intelligence systems are discussed.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 43%
Mosquito-borne diseases and control
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The Labyrinth of Complexity: A Mathematical Model of Cognitive Dynamics in the P vs NP Problem Based on the Unified Dynamic Model of Mind (UDMM) · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS