diffusion models

Environmental Information Saturation and Measurement-Induced Stable Localization A Testable Phenomenological Model Based on Effective Mass and Open-System Dynamics

AbstractThis study treats quantum measurement not as a process that must produce an instantaneous ontological collapse, but as an open-system process that spatially narrows a specified measurement record and stabilizes it against subsequent spreading. The proposed phenomenological model combines system-environment mutu...

Neural Codec Resonance: Investigating Zero-Shot Generative Music and Speech Forensics via Multi-Resolution Spectral and Phase Invariances

odels—spanning neural vocoders, latent diffusion architectures,and discrete neural codecs—have enabled the synthesis ofhighly realistic musical pieces and vocal performances. Whiledata-driven classifiers frequently overfit to superficial datasetartifacts, physically grounded methods aim to detect the invariantmathemati...

Supporting GPR Data for Time-Lapse Imaging of Subsurface Fluid Heterogeneity With Physics-Guided Diffusion-Regularized Full-Waveform Inversion

This dataset provides the supporting ground penetrating radar data used for laboratory and field validation in the study “Time-Lapse GPR Imaging of Subsurface Fluid Heterogeneity With Physics-Guided Diffusion-Regularized Full-Waveform Inversion.” The deposited files contain the data required to support the real data an...

The Theoretical Floor Rises When You Ask for More ── From an osmotic pressure of 29.7458 bar, the minimum work is 0.9508 kWh/m^3 at 25 per cent recovery and 1.5273 at 75 ── against a plant at 3.0 the ratio is 2.6190, and the floor is a moving target ── [Paper 446]

A theoretical floor is taken to be a fixed target. This paper shows that how much one asks for moves the floor itself──so “how many times the floor” is undetermined without stating the condition. No new theorem or law is claimed. Scope of this paper (scope note): No new theorem or law is claimed──osmotic pressure, the...

Histological Prostatic Inflammation Is Associated With Storage Lower Urinary Tract Symptoms and Inflammatory/Fibrotic Marker Expression in Benign Prostate Biopsies

ABSTRACT Background Chronic histological inflammation is frequently observed in benign prostate tissue; however, its clinical significance and biological relationship with lower urinary tract symptoms (LUTS) remain incompletely understood. We investigated whether histological inflammation identified in benign prostate...

Raw outputs of the live-service and diffusion-model audits in "Chaos and Creativity in Artificial Intelligence: Constrained Exploration and Generative Possibility"

Latent Resonance: Zero-Shot Autoencoder Inversion and Azimuthal Spectral Forensics for Diffusion Image Attribution

Modern latent diffusion models (LDMs) synthesizephotographic imagery with fidelity that evades human perceptionand frustrates conventional convolutional neural network classi-fiers. Existing forensic detectors rely predominantly on supervisedbinary classifiers that overfit to specific semantic domainsor depend on close...

AETERNA SELYE ENGINE: A Deterministic Physiological Digital Twin of the Neuroendocrine HPA-Axis, Mitochondrial Allostatic Load, and Epigenetic Aging Dynamics

AETERNA SELYE ENGINE (v1.0.0-SINGULARITY) establishes the first mathematically closed, deterministic and stochastic physiological digital twin of the human neuroendocrine Hypothalamic-Pituitary-Adrenal (HPA) axis and Hans Selye's tripartite General Adaptation Syndrome (Alarm, Resistance, Exhaustion). Coupling continuou...

Integrated marine spatial planning for Chonburi Province, Thailand: Addressing pollution, blue carbon, and conservation

While Marine Spatial Planning (MSP) is globally recognized as a strategic tool for ocean governance, its implementation in tropical coastal regions faces distinct challenges stemming from fragmented governance and acute conflicts between traditional livelihoods and modern industries. To address these complexities, this...

AETERNA SELYE ENGINE: A Deterministic Physiological Digital Twin of the Neuroendocrine HPA-Axis, Mitochondrial Allostatic Load, and Epigenetic Aging Dynamics

AETERNA SELYE ENGINE (v1.0.0-SINGULARITY) establishes the first mathematically closed, deterministic and stochastic physiological digital twin of the human neuroendocrine Hypothalamic-Pituitary-Adrenal (HPA) axis and Hans Selye's tripartite General Adaptation Syndrome (Alarm, Resistance, Exhaustion). Coupling continuou...

A system dynamics model shows how policy incentives and technological diffusion shape municipal solid waste treatment

Municipal solid waste treatment frequently suffers from structural imbalances because waste disposal institutions prioritize profit over environmental suitability. Policies are often developed in isolation, and technological diffusion is frequently overlooked in dynamic modeling. This study incorporates an aging chain...

Towards human-centered and efficient video synthesis: a survey of multimodal diffusion models

This survey provides the first systematic evaluation of human-centric motion modeling, addressing physiological plausibility and identity consistency challenges, and introduces MIME-Vid (Multi-modal Integration with Motion Enhancement for Video Generation) as a conceptual reference framework that operationalises the un...