diffusion models

SDPM: Structural Dynamic Pattern Mapping Framework — A Methodological Approach to Conditional Structural Foresight

This paper presents a conceptual and methodological framework for long-horizon structural foresight of techno-social systems, formulated as a conditional projection rather than a deterministic calendar forecast. The framework treats the period 1926–2000 as training data to extract three dynamic laws—wave superposition...

A Physics-Informed B-Spline Reconstruction of Flow Data: Reproducibility Package

This repository contains the code and data accompanying the article “A Physics-Informed B-Spline Reconstruction of Flow Data,” published in Computer Methods in Applied Mechanics and Engineering (CMAME). The package includes numerical inputs, model coefficients, and analysis and plotting scripts for the one-dimensional...

Challenges of Flexible Learning to Trainers and Trainees in Diploma Programs: Basis for Enhanced Learning Management System (LMS)

This study examined the instructional, technological, organizational, socio-economic, and psychological challenges encountered by trainers and trainees in implementing flexible learning in the diploma programs of Zamboanga Sibugay Polytechnic Institute (ZSPI), providing an empirical basis for an Enhanced Learning Manag...

Distributional FKF–FKL Spectral Framework for Resilient Smart Logistics with Digital Twins, Sustainable Mobility, and Quantum-Constrained Dispatch

This reconstructed study develops an integrated mathematical and operational architecture in which distributional integral transforms provide the analytical layer for resilient smart logistics. The framework retains the original testing-function-space construction, its seminorm topology, Fréchet-space completeness, dua...

Frammento Veloce: la rete che non distrugge nucleo congelato,certificazione, richiamo associativo Quarta Versione(V4)con la rete neurale

Versione 4 (V4) introduce una rete a memoria protetta in cui il nucleo g0g_0g0 è immutabile (scrittura disabilitata e checksum SHA-256 verificato a ogni epoca), ogni ricordo occupa uno slot dedicato mai sovrascritto e la scrittura è consentita esclusivamente tramite un certificatore gfg_fgf basato su quiete, qualità e...

Traveling waves of a reaction–diffusion system with partially coupled diffusion

Toward 360-Degree Indoor Panorama Editing via Tuning-Free Diffusion Model with Refocusing Cross-Attention

AF-RECAL: Multi-Modal Structural Recalibration of AlphaFold 3 Hallucinations in Intrinsically Disordered Human Disease Targets

AlphaFold 3 (AF3) has transformed structural bioinformatics through generative diffusion modeling of biomolecular assemblies. However, intrinsically disordered regions (IDRs)—which comprise over 30% of the human proteome and mediate essential cell signaling, oncogenesis, and phase separation—violate the classic thermod...

A framework for implementing lean practices in the Nigerian construction industry: an integrated diffusion-adoption approach

This study challenges the persistent lack of awareness and action on Lean Practices (LPs) in the Nigerian construction industry by developing an integrated Diffusion of Innovations (DOI)–Technology–Organisation–Environment (TOE) model. Rather than treating adoption as a fixed outcome, it theorises adoption as a sta...

Nonlinear Inversion of Dissipative Trajectories in Hilbert Spaces via Riccati Differential Matrix Control and Saddle-Node Bifurcation Stabilization

Rigorous formulation and solution of the deterministic nonlinear trajectory inversion problem in four-dimensional Hilbert spaces via the Riccati Differential Equation (DRE) and Continuous Algebraic Riccati Equation (CARE). Derives the optimal LQR feedback law, proves entropy neutralization, and establishes bifurcation...

Statistical Rigidity of Wigner-Dyson Eigenvalue Distributions in Gaussian Unitary Ensembles: The Spectral Integrity Operator and Selberg Automorphic Stabilization

Definition and exact evaluation of the Spectral Integrity Operator for Gaussian Unitary Ensemble (GUE) random matrices. Proves the identity T(E/I) = 1.000000 by combining the Wigner surmise normalization with the Dyson-Mehta spectral rigidity statistic at the James Arthur truncation scale. Establishes Selberg automorph...

Spectral SU(3) Gauge Invariant on Four-Dimensional Euclidean Lattices: Wilson Loop Expectation Values, Area Law Confinement, and the Non-Perturbative Mass Gap

Complete lattice computation of Wilson loop expectation values under SU(3) gauge theory on a four-dimensional Euclidean lattice. Establishes color confinement via the area law and extracts the non-perturbative Yang-Mills mass gap of 77.71 MeV from the two-point glueball correlator spectral decomposition. ⚖️ PROPRIETARY...