diffusion models

Testing for Mechanically Imprinted Drug Resistance in Pancreatic Ductal Adenocarcinoma

HYPOTHESIS AND COLLABORATIVE EXPERIMENTAL CHALLENGE Testing for Mechanically Imprinted Drug Resistance in Pancreatic Ductal Adenocarcinoma An Integrative Hypothesis Linking PIEZO1 METTL14 YAP1 BRG1 NRF2 and SLC7A11 Bouchelit Mohammed El Amin Founder and Scientific Lead HISTAMOS Independent Research Program Germany www....

How Dry You Want It Decides Which Stage Is Rate-Limiting ── To a moisture content of 0.10 the falling-rate period is 2.9193 hours, shorter than the constant-rate 8.0000; to 0.03 it is 10.4053 and longer ── the crossing lies at 0.039506 ── removing the same 0.001 near 0.023 costs 3.85 times what it costs near 0.030 ── [Paper 455]

Drying falls into two periods, and the second is said to be the long one. This paper shows that which is longer switches with how dry one wants it──and the switch lies at a moisture content of 0.039506. No new theorem or law is claimed. Scope of this paper (scope note): No new theorem or law is claimed──the distinction...

Code and figures for "Theoretical Rayleigh-wave velocity responses to seasonal hydrosphere-induced stresses: Competing stress pathways and nonunique depth interpretation"

Reproducibility package for the manuscript “Theoretical Rayleigh-wave velocity responses to seasonal hydrosphere-induced stresses: Competing stress pathways and nonunique depth interpretation.” This archive contains the source code, processed model inputs, numerical outputs, source tables, and figure-related files used...

Model Collapse in Recursive Synthetic Data Training: Mechanisms, Evaluation, and Mitigation Strategies

Generative models increasingly produce content that can enter later training corpora, creating recursive synthetic-data feedback loops. This review examines when such loops cause model collapse and when synthetic data remain useful. It synthesizes theoreti cal, empirical, and methodological evidence across language, di...

Tone Theory and Lithium Alloy Ion Interactions

Abstract This document outlines the analysis of recent work on lithium alloy ion interactions under thr rubric of the Tension Optimized Newtonian Entropy (TONE) model. By replacing abstract point-particle diffusion coordinates and statistical non-local quantum jumps with pure 10D Newtonian fluid mechanics, this configu...

Integrated field test and modeling study of CO2 geological storage with enhanced water recovery in Eastern Junggar Basin of Xinjiang

Xinjiang, a primary energy export hub in China, faces substantial carbon emission pressure and severe water scarcity, making CO 2 geological storage combined with enhanced water recovery (CO 2 -EWR) a win–win strategy to foster regional development and bolster national energy security. This study leverages China’s inau...

Mean apparent propagator MRI of distributed brain microstructure in anxiety-related heterogeneity among children with autism spectrum disorder: associations with thyroid hormones and trace elements

Anxiety-related symptoms contribute substantially to clinical variability in autism spectrum disorder (ASD), but the extent to which peripheral endocrine and trace-element measures map onto brain microstructure remains insufficiently defined. We investigated whether thyroid-related indices and trace elements correspond...

AI-Driven 3D/4D Content Generation, Editing, and Animation Using Diffusion Models and Gaussian Splatting: A Narrative Review

This narrative review syn thesizes representative works published between 2023 and 2025 across four interconnected sub-areas: text-to-3D/4D generation, 3D scene editing, dynamic scene animation, and motion and video generation.

Prognostic Value of MRI‐Derived Apparent Diffusion Coefficient in Intermediate‐Risk Prostate Cancer Treated With Definitive Radiotherapy

ABSTRACT Background Intermediate‐risk prostate cancer (IR‐PCa) is a heterogeneous disease with variable clinical outcomes despite established risk classification. We evaluated whether pretreatment tumor apparent diffusion coefficient (ADC) derived from multiparametric MRI was associated with long‐term outcomes and prov...

Code and figures for "Theoretical Rayleigh-wave velocity responses to seasonal hydrosphere-induced stresses: Competing stress pathways and nonunique depth interpretation"

Reproducibility package for the manuscript “Theoretical Rayleigh-wave velocity responses to seasonal hydrosphere-induced stresses: Competing stress pathways and nonunique depth interpretation.” This archive contains the source code, processed model inputs, numerical outputs, source tables, and figure-related files used...

Tone Theory and Lithium Alloy Ion Interactions

Abstract This document outlines the analysis of recent work on lithium alloy ion interactions under thr rubric of the Tension Optimized Newtonian Entropy (TONE) model. By replacing abstract point-particle diffusion coordinates and statistical non-local quantum jumps with pure 10D Newtonian fluid mechanics, this configu...

FontFusion: Enhancing Generative Text in Diffusion Models with Typographic Conditioning