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Diffusion model over latent embedding space
The Latent Diffusion Model (LDM) is a diffusion model architecture developed by the CompVis (Computer Vision & Learning) group at LMU Munich. Introduced
Latent_diffusion_model
Technique for the generative modeling of a continuous probability distribution
diffusion models, also known as diffusion-based generative models or score-based generative models, are a class of latent variable generative models.
Diffusion_model
Image-generating machine learning model
organizations. Stable Diffusion is a latent diffusion model, a kind of deep generative artificial neural network. Its code and model weights have been released
Stable_Diffusion
Machine learning model
human-drawn art. Text-to-image models are generally latent diffusion models, which perform the diffusion process in a compressed latent space rather than directly
Text-to-image_model
Video-generating LLM (2024–2026)
Sora is a diffusion transformer, a denoising latent diffusion model with one transformer as its denoiser. A video is generated in latent space by denoising
Sora_(text-to-video_model)
Embedding of data within a manifold based on a similarity function
understanding it. Analysis of the latent space geometry of diffusion models reveals a fractal structure of phase transitions in the latent space, characterized by
Latent_space
Paradigm in machine learning that uses no classification labels
features, which can then be used as a module for other models, such as in a latent diffusion model. Tasks are often categorized as discriminative (recognition)
Unsupervised_learning
Image-generating machine learning model
Retrieved 17 November 2024. "High-Resolution Image Synthesis with Latent Diffusion Models". Computer Vision & Learning Group. Archived from the original
Flux_(text-to-image_model)
American artificial intelligence company
improved version of their latent diffusion model called Stable Diffusion, an open-source deep learning text-to-image model developed with the CompVis
Runway_(company)
Machine learning model
October 2025. Diffusion, Latent (1 June 2026). "CRAFT (1979): The First Night". Youtube. Retrieved 1 June 2026. "Top AI Video Generation Models of 2024".
Text-to-video_model
than GANs in early 2021. Latent diffusion model was published in December 2021 and became the basis for the later Stable Diffusion (August 2022), developed
AI_art
Foundation model allowing control of robot actions
directly output continuous actions. This is achieved through the use of diffusion models or flow-matching networks that act as the action decoder. π0 exploited
Vision–language–action_model
Brazilian musician (born 1987)
followed by the release of another paper detailing improvements to latent diffusion models for high-resolution image synthesis. Penna now has an Erdős–Bacon
Joe_Penna
Technique altering AI content for easier detection
et al., ICCV 2023) fine-tunes the VAE decoder of a latent diffusion model such as Stable Diffusion so that every decoded image hides a fixed binary signature
AI_content_watermarking
AI research laboratory
textual descriptions, images, or sketches. Built as an autoregressive latent diffusion model, Genie enables frame-by-frame interactivity without requiring labelled
Google_DeepMind
Generative topic model
In natural language processing, latent Dirichlet allocation (LDA) is a generative statistical model that explains how a collection of text documents can
Latent_Dirichlet_allocation
Internal representation of world by AI
for research. World models process raw sensory data such as video frames or lidar scans. They compress this input into compact latent representations. The
World model (artificial intelligence)
World_model_(artificial_intelligence)
AI that generates content
Grok and Qwen; text-to-image models such as DALL-E, Firefly, Stable Diffusion, and Midjourney; and text-to-video models such as Veo, LTX and Sora. Companies
Generative_AI
Statistical concept
be added to the graphical model defining the mixture model. For example, in the common latent Dirichlet allocation topic model, the observations are sets
Mixture_model
Topics referred to by the same term
Project Latent diffusion model, in machine learning Latitude dependent mantle, a widespread layer of ice-rich material on Mars Liquid-drop model of the
LDM
Use of fMRI to decode brain stimuli
image reconstruction from fMRI brain activity using a latent diffusion model and Stable Diffusion. In 2024, a study demonstrated that images imagined in
Brain-reading
Technique for the generative modeling of a discrete probability distribution
discrete diffusion models are a class of diffusion models, which themselves are a class of latent variable generative models. Each discrete diffusion model consists
Discrete_diffusion_model
Topical clustering method
probabilistic latent semantic analysis (PLSA), was created by Thomas Hofmann in 1999. Latent Dirichlet allocation (LDA), perhaps the most common topic model currently
Topic_model
Application of computer graphics to create or contribute to images
human-drawn art. Text-to-image models are generally latent diffusion models, which perform the diffusion process in a compressed latent space rather than directly
Computer-generated_imagery
Method to measure individual sensitivity
alternatives could be tracked separately. The drift-diffusion model (DDM) is a well defined model, that is proposed to implement an optimal decision policy
Two-alternative_forced_choice
Art subculture of My Little Pony fans
Pony Diffusion is a specialized diffusion model based on Stable Diffusion XL that is popular for generating cartoon-style images. Pony Diffusion has been
Art of the My Little Pony: Friendship Is Magic fandom
Art_of_the_My_Little_Pony:_Friendship_Is_Magic_fandom
Deep learning generative model to encode data representation
low-dimensional latent space, it is called the encoder. The decoder is the second neural network of this model. It is a function that maps from the latent space
Variational_autoencoder
Transport of dissolved species from the highest to the lowest concentration region
diffusion models, also known as diffusion-based generative models or score-based generative models, are a class of latent variable generative models.
Diffusion
Projection of data onto lower-dimensional manifolds
Process Latent Variable Model Locally Linear Embedding Relational Perspective Map DD-HDS homepage RankVisu homepage Short review of Diffusion Maps Nonlinear
Nonlinear dimensionality reduction
Nonlinear_dimensionality_reduction
Music-generating machine learning model
files. While these files were only several seconds long, the model could also use latent space between outputs to interpolate different files together
Riffusion
Producing images of 3D scenes
Ommer, Björn (June 2022). High-Resolution Image Synthesis with Latent Diffusion Models. 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition
Rendering_(computer_graphics)
Bangladeshi-British businessperson and former hedge fund manager (born 1983)
Stability AI's well-known AI image generator, Stable Diffusion, originated from a project called Latent Diffusion, developed by researchers at LMU Munich and Heidelberg
Emad_Mostaque
Class of statistical modeling methods
discriminative probabilistic latent variable models (DPLVM) are a type of CRFs for sequence tagging tasks. They are latent variable models that are trained discriminatively
Conditional_random_field
Class of financial models with stochastic volatility and jumps
volatility jump models extend both pure stochastic volatility models, such as the Heston model, and jump diffusion models, such as the Merton model, by integrating
Stochastic volatility jump models
Stochastic_volatility_jump_models
Iterative method for finding maximum likelihood estimates in statistical models
posteriori (MAP) estimates of parameters in statistical models, where the model depends on unobserved latent variables. The EM iteration alternates between performing
Expectation–maximization algorithm
Expectation–maximization_algorithm
Type of mathematical model used for infectious diseases
{\displaystyle \kappa } be the rate at which a latent individual becomes infectious. Then, we can define the model dynamics using the following equations: {
Compartmental models (epidemiology)
Compartmental_models_(epidemiology)
Neural network that learns efficient data encoding in an unsupervised manner
{\displaystyle P(x)} and a multivariate latent encoding vector z {\displaystyle z} , the objective is to model the data as a distribution p θ ( x ) {\displaystyle
Autoencoder
Algorithm for modelling sequential data
(2022), Phenaki (2023), and Muse (2023). Unlike later models, DALL-E is not a diffusion model. Instead, it uses a decoder-only transformer that autoregressively
Transformer_(deep_learning)
Psychometric model for analyzing categorical data
latent trait is equal to the difficulty of the item, there is by definition a 0.5 probability of a correct response in the Rasch model. A Rasch model
Rasch_model
Text-to-image and text-to-video AI model family developed by Sber
multilingual latent diffusion across 101 languages. Five months on, Kandinsky 2.0 switched the family to multilingual latent diffusion across 101 languages
Kandinsky (artificial intelligence)
Kandinsky_(artificial_intelligence)
Statistical model used in machine learning
alternative generative modeling methods, such as variational autoencoders (VAEs), generative adversarial networks (GANs), or diffusion models, do not explicitly
Flow-based_generative_model
American-Israeli computer music researcher and composer
algorithm, called "Ouch AI", combines Music Latent Diffusion Model (MusicLDM) with Large Language Models to create music out of poetry. Google Scholar
Shlomo_Dubnov
Sub-class of survival models
the first passage time of Wiener diffusion processes in economics and then in physics in the early 1900s. Modeling the probability of financial ruin
First-hitting-time_model
Statistical method
such joint variations in response to unobserved latent variables. The observed variables are modelled as linear combinations of the potential factors
Factor_analysis
Type of artificial neural network
learning model that can work with arbitrary shapes (e.g., a car, a bicycle, a truck, etc.). The solution is to include additional parameters, the latent variables
Neural_field
Model for generating observable data in probability and statistics
generative model Energy based model Diffusion model Linear discriminant analysis If the observed data are truly sampled from the generative model, then fitting
Generative_model
Technique in neural networks for learning joint representations of text and images
pre-trained image featurizer. This can then be fed into other AI models. Models like Stable Diffusion use CLIP's text encoder to transform text prompts into embeddings
Contrastive Language–Image Pre-training
Contrastive_Language–Image_Pre-training
Biometric identifier
called live scan. A "latent print" is the chance recording of friction ridges deposited on the surface of an object or a wall. Latent prints are invisible
Fingerprint
Mathematical model
{\displaystyle e_{0}={L^{2}}/{T_{M}c_{p}}} (where L {\displaystyle L} is the latent heat, T M {\displaystyle T_{M}} is the melting temperature, and c p {\displaystyle
Phase-field_model
Integrative theory of therapy
model has been proposed, where each process is first increasingly used, and then decreases in importance, as smokers make progress along some latent dimension
Transtheoretical_model
Study of processing speed on cognitive tasks
diffusion modeling provides one promising theoretical model. Diffusion modeling partitions RT into residual "non-decision" and stochastic "diffusion"
Mental_chronometry
Two closely related models for generating random graphs
block model – Concept in network science, a generalization of the Erdős–Rényi model for graphs with latent community structure Watts–Strogatz model – Method
Erdős–Rényi_model
Machine learning methods using multiple input modalities
(2022), Phenaki (2023), and Muse (2023). Unlike later models, DALL-E is not a diffusion model. Instead, it uses a decoder-only transformer that autoregressively
Multimodal_learning
Overview of and topical guide to machine learning
Language model Large margin nearest neighbor Latent Dirichlet allocation Latent class model Latent semantic analysis Latent variable Latent variable model Lattice
Outline_of_machine_learning
Thermal engineering discipline concerning transfer of heat in physical systems
occur simultaneously in the same system. Heat conduction, also called diffusion, is the direct microscopic exchanges of kinetic energy of particles (such
Heat_transfer
such as text, images, audio, or video, by projecting them into a shared latent space. This allows for semantically similar content across modalities to
Multimodal representation learning
Multimodal_representation_learning
Tree-like structure of crystals
term due to the evolution of latent heat upon solidification, where K {\displaystyle K} is a constant representing the latent heat normalized by the strength
Dendrite_(metal)
Model of instant film cameras manufactured by Polaroid from 1948-83
silver halide grains (and the latent image it contained) were solubilized by the reagent and transferred by diffusion from the negative to the positive
Land_Camera
Machine learning paradigm
representation (latent space), and a decoder network that reconstructs the input from this representation. The training process involves presenting the model with
Self-supervised_learning
Deep learning method
implicit generative models, which means that they do not explicitly model the likelihood function nor provide a means for finding the latent variable corresponding
Generative adversarial network
Generative_adversarial_network
by large language models such as GPT-4. Diffusion models were first described in 2015, and became the basis of image generation models such as DALL-E in
History of artificial neural networks
History_of_artificial_neural_networks
Technique used in stochastic gradient variational inference
distribution (Gumbel-softmax trick or "concrete distribution") and diffusion models. In general, any distribution that is differentiable with respect to
Reparameterization_trick
Machine-learning based art website
site also allows for uploading new images, which the model will attempt to convert into the latent space of the network. The similarly AI-driven text adventure
Artbreeder
Machine learning model for vision processing
been used for image generation as backbones for GAN and for diffusion models (diffusion transformer, or DiT). DINO has been demonstrated to learn useful
Vision_transformer
Models used to produce word embeddings
211–225. doi:10.1162/tacl_a_00134. Arora, S; et al. (Summer 2016). "A Latent Variable Model Approach to PMI-based Word Embeddings". Transactions of the Association
Word2vec
Image-generating deep learning model
uses a diffusion model conditioned on CLIP image embeddings, which, during inference, are generated from CLIP text embeddings by a prior model. This is
DALL-E
Method in natural language processing
methods such as singular value decomposition then led to the introduction of latent semantic analysis in the late 1980s and the random indexing approach for
Word_embedding
Usage of artificial intelligence to generate music
files. While these files were only several seconds long, the model could also use latent space between outputs to interpolate different files together
Artificial intelligence in music
Artificial_intelligence_in_music
jump-diffusions. MSM is a stochastic volatility model with arbitrarily many frequencies. MSM builds on the convenience of regime-switching models, which
Markov_switching_multifractal
Simulation of wildfire behavior
away, where the latent heat stored in the vapor is released through condensation. Like all models in computational science, fire models need to strike
Wildfire_modeling
Voice conversion software
Real-Time Low-Latency Voice Conversion. ICASSP 2024. arXiv:2401.03078. Barnett, Julia (2023). "The Ethical Implications of Generative Audio Models: A Systematic
Retrieval-based Voice Conversion
Retrieval-based_Voice_Conversion
Branch of machine learning
can also include propositional formulas or latent variables organized layer-wise in deep generative models such as the nodes in deep belief networks and
Deep_learning
Concept in mathematics
discontinuity of heat flux at the boundary must be accounted for by the rate of latent heat release (which is proportional to the local velocity of the interface)
Stefan_problem
role in forming the IBEX ribbon through a mechanism called mirror diffusion. In this model, compressible modes of MHD turbulence create magnetic mirrors that
IBEX_ribbon
Phenomenon of surface adhesion
Langmuir model, as R' is used to represent the impact of diffusion on monolayer formation and is proportional to the square root of the system's diffusion coefficient
Adsorption
Vaporization of a liquid from its surface
Heat of vaporization Hertz–Knudsen equation Hydrology (agriculture) Latent heat Latent heat flux Pan evaporation Sublimation (phase transition) (phase transfer
Evaporation
Reduction of the moisture content of wood prior to its use
the moisture content gradient as explained in above equations. The diffusion model using the moisture content gradient as a driving force was applied
Wood_drying
Efficiency standard of air filters
combination of the following three mechanisms: Diffusion; particles below 0.3 μm are captured by diffusion in a HEPA filter. This mechanism is a result
HEPA
Type of statistical analysis
distribution of model residuals. nonparametric hierarchical Bayesian models, such as models based on the Dirichlet process, which allow the number of latent variables
Nonparametric_statistics
Technique in machine learning
parsing" (PDF). Retrieved March 29, 2024. "Self-paced learning for latent variable models". 6 December 2010. pp. 1189–1197. Retrieved March 29, 2024. Tang
Curriculum_learning
Class of fingerprinting algorithm
Meta introduced Stable Signature, an invisible watermark rooted in latent-diffusion generators, signalling a shift toward hybrid provenance schemes that
Perceptual_hashing
Type of energy transfer
In addition to that, 147 – 8 = 139 “degrees of heat” were absorbed as latent heat, manifest as phase change rather than as temperature change. Black
Heat
Smooth approximation of one-hot arg max
intermediate nodes are suitably selected "classes" of outcomes, forming latent variables. The desired probability (softmax value) of a leaf (outcome) can
Softmax_function
Algorithms for matrix decomposition
analyzing and clustering textual data and is also related to the latent class model. NMF with the least-squares objective is equivalent to a relaxed form
Non-negative matrix factorization
Non-negative_matrix_factorization
Computational model used in machine learning
deepfakes. Diffusion models (2015) eclipsed GANs in generative modeling thereafter, with systems such as DALL·E 2 (2022) and Stable Diffusion (2022). In
Neural network (machine learning)
Neural_network_(machine_learning)
Type of artificial neural network
(DBN) is a generative graphical model, or alternatively a class of deep neural network, composed of multiple layers of latent variables ("hidden units"),
Deep_belief_network
Desalination technique powered by solar energy
advantage of the low energy required. Since the latent heat of fusion of water is 6,01 kJ/mole and the latent heat of vaporization at 100 °C is 40,66 kJ/mole
Solar_desalination
Quantum mechanical theory of spontaneous collapse
The continuous spontaneous localization (CSL) model is a spontaneous collapse model in quantum mechanics, proposed in 1989 by Philip Pearle. and finalized
Continuous spontaneous localization model
Continuous_spontaneous_localization_model
British medical physicist and statistician
{\text{d}}\mu }}.} Tweedie's formula is used in empirical Bayes method and diffusion models. Tweedie, M.C.K. (1984). "An index which distinguishes between some
Maurice_Tweedie
Political ideology which advocates the organization of society by corporate groups
tradesmen, and other professionals. This diffusion of power is an important aspect of corporatist economic models of economic management and class collaboration
Corporatism
for its individual component technologies”. Building on this, the term ‘latent demand’ was introduced, which means that most stakeholders will not have
Demand_articulation
Software user interface
the system automatically pauses and escalates a live video feed over low-latency 5G networks, allowing a remote human operator to take manual control, resolve
Human-in-the-loop
Psychological framework likening behaviorism to evolution
Jonathan D. (24 November 2009). "Explicit melioration by a neural diffusion model". Brain Research. 1299: 95–117. doi:10.1016/j.brainres.2009.07.017
Theoretical_behaviorism
States of matter for water as a solid
about 250 picoseconds. The latent heat of melting is 5987 J/mol, and its latent heat of sublimation is 50911 J/mol. The high latent heat of sublimation is
Phases_of_ice
1920s French film movement
summarizes, "…fully realized photogénie could only be manifested when its latent power was employed to express the vision of the film-maker, so that the
French_impressionist_cinema
Trails created by swift heavy ions penetrating through solids
density contrast between the latent ion track and the pristine material must be high. The contrast fades due to diffusion, depending on the atomic mobility
Ion_track
least-angle regression Latent variable, latent variable model Latent class model Latent Dirichlet allocation Latent growth modeling Latent semantic analysis
List_of_statistics_articles
Software which facilitates quantitative or qualitative analysis of social networks
Boulder, CO: Paradigm press. Valente, Thomas. (1995). Network Models of the Diffusion of Innovation. Cresskill, NJ: Hampton Press. Wasserman, Stanley
Social network analysis software
Social_network_analysis_software
Graphics created using computers
Text-to-image models generally combine a language model, which transforms the input text into a latent representation, and a generative image model, which produces
Computer_graphics
AI's tendency to abruptly and drastically forget old info after learning new info
classes, they are referred to as 'Latently Learned Encodings'. This terminology borrows from the concept of latent learning, as introduced by Tolman in
Catastrophic_interference
LATENT DIFFUSION-MODEL
LATENT DIFFUSION-MODEL
Boy/Male
Biblical
Diffusion; inclination; theft.
Surname or Lastname
English
English : variant of Latimer.English : occupational name for a worker in or maker of latten or brass, from Middle English latoun ‘brass’ (from Old French laton).
Male
Turkish
Turkish name derived from the marines in the Ottoman military called Leventler ("the Levents"), LEVENT means "the lions."
Biblical
effusion of blood
Girl/Female
Latin
Laurel.
Boy/Male
Latin French
Laurel.
Surname or Lastname
English and French
English and French : from Middle English, Old French parent ‘parent’, ‘relative’, hence a nickname for someone who was related to an important member of the community.English and French : nickname for someone of striking or imposing appearance, from Middle English, Old French parent ‘notable’, ‘impressive’.A Parent from the Saintonge region of France is documented in Quebec City in 1654.
Boy/Male
Indian, Telugu
Radiance; Diffusing Light
Girl/Female
Latin
Sea gull.
Girl/Female
Biblical
Effusion of blood.
Surname or Lastname
English
English : metonymic occupational name for a Latinist, a clerk or keeper of Latin records, from Middle English Latyn, Latin. Compare Latimer.
Girl/Female
Celtic Latin
Joy.
Male
English
Scottish surname transferred to English forename use, from the medieval Swedish personal name Lagman, LAMONT means "lawman."
Girl/Female
Latin
Laurel.
Female
English
American English name, probably derived from the name of the famous Caffé Lavena in Venus, Italy, established by Carlos Lavena in 1750, from Latin Lavinia, possibly LAVENA means "purity."
Girl/Female
Australian, Greek, Latin
Mother of Apollo and Diana
Girl/Female
Latin
Named for Latium.
Girl/Female
Latin
Retrained.
Male
French
French form of Roman Latin Laurentius, LAURENT means "of Laurentum."
Boy/Male
Biblical
Diffusion; inclination; theft.
LATENT DIFFUSION-MODEL
LATENT DIFFUSION-MODEL
Boy/Male
Bengali, Hindu, Indian, Kannada, Oriya, Telugu
Light
Girl/Female
American, Australian, Biblical, Chinese, Hebrew
Peace; His Gift; He who is to be Sent; Name of a City Abundance
Boy/Male
Indian, Sanskrit
Best out of the Vasus
Boy/Male
Tamil
Beautiful
Boy/Male
American, Australian, British, English
Waterfall; Lake
Boy/Male
Tamil
Blazing, Very bright
Boy/Male
Hindu
Born with beauty
Girl/Female
Hindu, Indian, Sanskrit
Sign of the Zodiac
Girl/Female
Indian
Oasis in northwest arabia
Girl/Female
Muslim/Islamic
Princess married to a king
LATENT DIFFUSION-MODEL
LATENT DIFFUSION-MODEL
LATENT DIFFUSION-MODEL
LATENT DIFFUSION-MODEL
LATENT DIFFUSION-MODEL
a.
Having power to diffuse itself; diffusing itself.
n.
The act of pouring out; as, effusion of water, of blood, of grace, of words, and the like.
n.
The act of passing by osmosis through animal membranes, as in the distribution of poisons, gases, etc., through the body. Unlike absorption, diffusion may go on after death, that is, after the blood ceases to circulate.
n.
The act of diffusing, or the state of being diffused; a spreading; extension; dissemination; circulation; dispersion.
a.
Of or pertaining to Latium, or to the Latins, a people of Latium; Roman; as, the Latin language.
a.
Spreading; forming a nearly right angle with the steam or branch; as, a patent leaf.
a.
Of, pertaining to, or composed in, the language used by the Romans or Latins; as, a Latin grammar; a Latin composition or idiom.
v. t.
The act of infusing, pouring in, or instilling; instillation; as, the infusion of good principles into the mind; the infusion of ardor or zeal.
a.
A letter patent, or letters patent; an official document, issued by a sovereign power, conferring a right or privilege on some person or party.
a.
Powerful, in an intellectual or moral sense; having great influence; as, potent interest; a potent argument.
a.
The right or privilege conferred by such a document; hence, figuratively, a right, privilege, or license of the nature of a patent.
pl.
of Catena
n.
A paten.
v. t.
To grant by patent; to make the subject of a patent; to secure or protect by patent; as, to patent an invention; to patent public lands.
n.
The state or quality of being latent.
a.
Appropriated or protected by letters patent; secured by official authority to the exclusive possession, control, and disposal of some person or party; patented; as, a patent right; patent medicines.
n.
Latency.
a.
Open to public perusal; -- said of a document conferring some right or privilege; as, letters patent. See Letters patent, under 3d Letter.
a.
Having the quality of diffusing; capable of spreading every way by flowing; spreading widely; widely reaching; copious; diffuse.
a.
Lying at length; as, the jacent posture.