diffusion models

South-South Climate Diplomacy and the Diffusion of Nationally Determined Contribution Models

South‑South climate diplomacy has become the structural center of gravity in global climate governance, displacing the historical assumption of Annex I technological and financial primacy. As the monograph notes, “emerging economies and developing nations now account for over 66% of annual global greenhouse gas emissio...

Modeling the Kinematic Transition Between Consciousness and the Unconscious: A Phenomenological Framework for Neuromorphic Dynamics and Metabolic Power Constraints

— This paper presents a novel bio-inspired phenomenological framework and an algorithmic toy model designed to conceptualize the kinematic and energetic transitions between conscious waking states and virtual dream states within the human brain. Moving away from purely qualitative descriptions, we introduce a global st...

Title: Temporal Dynamics Theory – Non-Linear Spatio-Temporal Diffusion Models

This paper presents a novel theoretical framework for understanding and modeling temporal dynamics, focusing on the propagation of patterns and information across spatial and temporal scales. The core of the work centers on the development of a model incorporating non-linear interactions and diffusion processes, utiliz...

AI–Blockchain Adoption in Low-Cost Airlines: A Diffusion-Based Model for Disruption Management

spectraMR: A Multi-Paradigm Research Framework for MRI Reconstruction, Super-Resolution, and Generative Modelling

spectraMR is a research framework for MRI reconstruction, super-resolution and generative modelling. It spans GAN, diffusion (including cold and latent diffusion), VAE/VQ-VAE, masked-autoencoder and self-supervised pretraining, reconstruction-only, domain-adaptation, physics-driven, disentangled, sensitivity-estimation...

基于细胞自动机的多尺度空间推理

This paper proposes a novel approach to multi-scale spatial reasoning by leveraging cellular automata (CA) systems. The core idea is to simulate systems with local interactions, effectively mimicking processes that occur across multiple spatial scales. We introduce a framework where different CA rules are designed to r...

How Clean Technology Diffusion Can Reshape Global Development

Clean technology diffusion is fundamentally rewriting the development model of the Global South. Historically, economic growth and carbon emissions moved in lockstep, forcing emerging economies into a costly fossil‑fuel industrialization pathway. As the monograph states, “clean technologies have become substantially ch...

The validation void: Mapping the research-to-adoption gap in agricultural innovation using the TRAIN framework—A review

Agricultural innovation holds significant potential to enhance productivity, sustainability, and rural livelihoods; yet many innovations remain confined to research output rather than achieving farmer adoption. A useful precedent for addressing this type of pipeline fragmentation exists in the health sciences, where tr...

A method for permanently removing a cancerous tumor. A method for permanently destroying the HIV virus. A compact nuclear reactor weighing 250 kg capable of operating continuously for 10 years.

This preclinical protocol presents an advanced computational and experimental framework for directed cancer treatment based on the mathematical modeling of p53-MDM2 cellular network dynamics. Instead of relying on conventional dose-dependent cytotoxicity, the approach finely tunes the degradation rate of MDM2 to push o...

The Valve as Boundary: Rheumatic Mitral Valve Disease as a Stasis-Acidosis-Proteinopathy Cascade Under the Brain's Defensive Decree

Background: Rheumatic heart disease remains a leading cause of valvular morbidity and mortality worldwide. The prevailing model attributes chronic rheumatic mitral valve disease to molecular mimicry—cross-reactive antibodies against Group A streptococcal antigens that target valvular proteins—followed by progressive in...

Math Journey to Black-Scholes, Greeks and Beyond: An Extended Exposition

This is a self-contained, graduate-level exposition tracing the path fromelementary probability to modern option pricing. Every model is built from itsmathematical foundations, every formula is derived, and every assumption isstated and examined. Part I develops the complete theoretical framework for Black-Scholes pric...

Spectral Morphogenesis: A Stateful Spectral Dynamical System over Harmonic-Index Space

A real-time spectral effect maintaining an internal reaction-diffusion-drift state over harmonic-index space, converted to a bounded voice (S_{t+1}=Phi(S_t,X_t), Y=Psi(S)). Third in a sequence (Harmonic Shell Model = structure; Emission Cascade = voice; this = dynamics). Reaction-diffusion sound synthesis is establishe...