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diffusion models

2,370 papers

#diffusion models Open access Oct 2026

NEURAL NETWORK-BASED IMAGE GENERATION METHODS IN DIGITAL ART AND GRAPHIC DESIGN

The article presents a systematic analysis of the main neural network-based image generation methods used in digital art and graphic design: generative adversarial networks (GANs), variational autoencoders (VAEs), diffusion models and multimodal transformer-based models. The study employs theoretical comparative analys...

Yalg'osheva Ozoda, Kamoliddin ISMAILOV · 0 citations
#diffusion models Open access Oct 2026

Hydrogen-Assisted Reduction of Metal Oxides: Reaction Mechanisms, Process Optimization, and AI/ML-Enabled Pathways for Sustainable Materials Processing

Hydrogen reduction of metal oxides has been identified as a promising approach for producing some engineering (metallic) materials, both through primary production and the reprocessing of waste materials. Such an approach offers a viable promise for the production of value-added materials in a sustainable manner. Unlik...

Kunal Mondal, Rigoberto C. Advíncula, Prabhat Kumar Tripathy et al. · 0 citations
#diffusion models Open access Oct 2026

Long-range diffusion of bound Ca2+: time-dependent WKBJ solutions in one- and two-dimensional imaging

Reaction–diffusion (RD) systems play a fundamental role in numerous biochemical and biophysical processes. Here, we present a novel analytical framework for solving RD equations by applying the Wentzel–Kramers–Brillouin–Jeffreys (WKBJ) formalism to Ca²⁺ buffering. Previous models have primarily focused on stationar...

S. Mironov · 0 citations
#diffusion models Open access Oct 2026

Scaling of Island Densities in Multilayer Growth and an Application to α-Sexithiophene Films

Abstract Kinetic Monte Carlo simulations of thin-film deposition are performed with film–substrate interactions slightly stronger than film–film interactions and with layer-dependent Ehrlich–Schwoebel (ES) barriers for molecules to cross step edges. Simulations with rapid changes from weak to strong ES barriers in the...

Edwin E. Mozo Luis, Ismael S. S. Carrasco, Fabio D. A. Aarao Reis · 0 citations
#diffusion models Open access Oct 2026

Sharp criterion for the coarse-grained arrow of time in Hamiltonian dynamics

The Gibbs entropy of a Hamiltonian ensemble is constant, and the growth of entropy is commonly attributed to coarse-graining. We ask when Gaussian coarse-graining actually guarantees that the coarse-grained entropy does not decrease, for every initial ensemble. For linear Hamiltonian flows we prove a necessary and suff...

Taishi Namba · 0 citations
#data science Open access Oct 2026

SPARTA v2.2.0: graph transport operators and structural null models for spatial omics (code, node tables and results)

SPARTA poses two transport problems on one spatial graph: a source–sink minimum cut for migrating immune cells and a screened diffusion–absorption equation for an IgG-sized molecule. Release v2.2.0 accompanies the manuscript submitted to Interdisciplinary Sciences: Computational Life Sciences and contains the complete...

Yize Li · 0 citations
#diffusion models Open access Oct 2026

Code and data for: Collapse of bioturbation makes the sediment column bistable: black shale and oceanic red beds at Cretaceous Oceanic Anoxic Events

Python code and data for an associated manuscript on the bistability of an early-diagenetic sediment column. The archive contains a one-dimensional advection-diffusion-decay model of organic carbon in the bioturbated layer, in which bioturbation and aerobic remineralisation switch with the anoxia of the sediment; the s...

Itsuki C. Handoh · 0 citations
#diffusion models Open access Oct 2026

Are X-Ray Atmospheres Heated by Turbulent Dissipation? XRISM Constraints

Abstract We evaluate whether dissipation of turbulence injected into hot cluster atmospheres by jets and bubbles can offset radiative cooling flows. No trends are found between atmospheric velocity dispersion, σ v , and either the ratio of kinetic to thermal energy or jet power over nearly four decades of jet power. Ap...

B. R. McNamara, A. C. Fabian, H. R. Russell et al. · 0 citations
#diffusion models Open access Oct 2026

The Physical Impossibility of Quantum Computational Speedup

The Physical Impossibility of Quantum Computational Speedup: Two Independent Arguments from Quantum-Geometry Dynamics Quantum computing promises computational advantages that are, in the most celebrated cases, exponential. Shor's algorithm factors integers exponentially faster than the best known classical algorithm; G...

Daniel Burnstein · 0 citations
#diffusion models Dataset Open access Oct 2026

Impact of Realistic Detector Response and Azimuthal Drift on the Quantification of Energetic Electron Precipitation using POES/MetOp

Drift-Diffusion model outputs and its derivative products used in this study are included here as a part of data avaliability for the publication to appear in Geophysical Research Letters. For this study, analaysis was performed in Python, and the data output are in formats of .txt and .pickle, which can be easily pars...

Weichao Tu, Zhi‐Gu Li · 0 citations
#diffusion models Open access Oct 2026

To Create a Stone with Six Birds: Emergent Geometric and Thermodynamic Regimes from a Minimal Stochastic Substrate

How much macroscopic regularity can a random Markov chain acquire when it is allowed to rewrite itself using only a small set of closure operations? We study this question in a minimal stochastic substrate: a random transition kernel on n states that is repeatedly rewritten, gated and reorganized by six primitive opera...

Ioannis Tsiokos · 0 citations
#diffusion models Open access Oct 2026

UFD: The Base Motion Without Physics. A Corrective Edition

UFD v2.0 is a corrective edition of UFD. It withdraws every physical claim of v1.0, v1.1 and v1.2 (2025): particles, mass, quantization, physical constants, gravity and the unification of physical theories are no longer claimed, and no symbol has a physical reading. What remains is a short mathematical text. It states...

Valdepenas, C · 0 citations

From tech blogs

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MIT News · Artificial Intelligence Oct 15, 2026

AI model decodes the language cells use to communicate

A new computational approach reveals how cells communicate to assemble into tissues. This could accelerate stem cell engineering, improve disease models, and inform therapies.

Microsoft Research Blog Oct 12, 2026

Simulating student learning for better AI tutoring

StudentSim is a research system for evaluating and improving AI tutoring tools before they are tested with learners. It models how individuals may engage with tutors, giving feedback to improve tutor performance across subjects like chess, writing, and mathematics. The post Simulating student learning for better AI tutoring appeared first on Microsoft Research.

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