diffusion models

Editorial: Exploring neuropsychiatric disorders through multimodal MRI: network analysis, biomarker discovery, and clinical insights

The research included in this Research Topic span a broad range of conditions, including neurodevelopmental disorders, psychiatric disorders, neurodegenerative diseases, infection-related brain injury, pain-related disorders, disorders of consciousness, and spinal disorders affecting the nervous system. Despite the div...

CoTAR: Topology and Atomic State Reconstruction in Condensed Phases

Abstract Universal machine learning interatomic potentials (uMLIPs) enable performing condensed-phase molecular dynamics (MD) simulations with accuracy approaching that of first-principles; however, their lack of explicit molecular topology limits bond-aware analysis and reconnection to classical force fields. This stu...

Unlocking Programmable and Creative RNA Sequence Design with RDiffusion

Model Inversion Attacks Through Target-Specific Conditional Diffusion Models

Model inversion attacks (MIAs) aim to reconstruct private images from a target classifier's training set, thereby raising privacy concerns in AI applications. Previous GAN-based MIAs tend to suffer from inferior generative fidelity due to GANs’ inherent flaws and biased optimization within the latent space. To alleviat...

Conditional diffusion model with residual decomposition generation strategy for SAR to optical image translation

The Thermodynamics of Neural Optimization: Critical Surfing, Persistent Individual Ballistic Flow, and the Kinematic Rail

The Thermodynamics of Neural Optimization: Critical Surfing, Persistent Individual Ballistic Flow, and the Kinematic Rail Cognitive Operating System Author: Daniel SolisAffiliation: Founder & Lead Researcher, Dubito Inc. / Cognitive Constitution ProjectContact: solis@dubito-ergo.comCredentials: NVIDIA Inception Program...

Macroscopic Quantum Hydrodynamics: Transitioning to Deterministic Continuum Mechanics and the Scale-Invariance of the Superfluid Vacuum

This monograph provides a deterministic, hydrodynamic foundation for Quantum Mechanics, replacing the probabilistic abstractions of the Copenhagen interpretation. By redefining the cosmic vacuum as a tangible, compressible Bose-Einstein Condensate (BEC), the abstract Schrödinger equation is mathematically mapped direct...

Mathematical derivation of the Heutschi constant (𝒙_TP ≈ 25,51 %)

Analytical Derivation of the Tipping Point Based on Diffusion Theory & Kinetic Jerk Dr. Theodor Heutschi Diffusion Theory & Kinetic Jerk j(t) = (d³N)/dt³ Date: 2012 Mathematical derivation of the Heutschi constant (𝒙_TP ≈ 25,51 %) Analytical Derivation of the Tipping Point Based on Diffusion Theory & Kinetic Jerk 1. Fu...

Data and code related to the publication "Recovering membrane interaction kinetics of single molecules from 3D tracking data" by Lundin et al.

This repository contains analysis code related to the manuscript "Recovering membrane interaction kinetics of single molecules from 3D tracking data" by Lundin et al. (2026) Biophysical JournalAbstractInteractions between cytosolic biomolecules and the bacterial inner membrane are fundamental to many cellular processes...

Multifractal Scaling in Cross-Sectoral Financial Markets: Connections with Diffusion and Chaos

Financial returns are known to depart from Gaussian, uniform-scaling behaviour,yet standard risk models, Gaussian value-at-risk, mean-variance optimisation,still assume it, systematically mispricing tail risk. This paper does not re-establishthat departure; it isolates the specific channels through which it arises, sin...

Structure of Molten FeCl2 and FeCl3

Abstract Molten iron chlorides are central to emerging energy technologies including electrochemical iron production and redox flow batteries. Optimizing their electrochemical performance and transport properties requires an atomic-scale structural understanding, yet detailed data for molten FeCl2 and its differences f...

Paper 24B: Admissibility-Limited Light and Apparent Galaxy Mass Deficits Conditional Mass Corrections, Spectral Readout, and SPARC Tests

Holosphere transport models distinguish local admissibility from observer-visible light de-livery. This paper gives that distinction a quantitative, conditional galaxy test. A boundedreaction–diffusion gate preserves admissibility between zero and one, while an explicitly assumedobservation map relates intrinsic emissi...