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Machine learning technique
Mixture of experts (MoE) is a machine learning technique where multiple expert networks (learners) are used to divide a problem space into homogeneous
Mixture_of_experts
Type of machine learning model
networks ("experts") work together, with a gating mechanism that routes each input to the most appropriate expert(s). Mixtures of experts can reduce inference
Large_language_model
French artificial intelligence company
Mistral Large 3, released in December 2025, a mixture of experts model with 675 billion parameters, of which 41 are active. Mistral released Le Chat,
Mistral_AI
American machine learning researcher and entrepreneur
networks and mixture-of-experts architectures, reinforcement learning, and the scaling of language models. Fedus joined OpenAI in 2022. He was part of the research
Liam_Fedus
Indian artificial intelligence company
The company uses mixture-of-experts (MoE) architectures in some of its models. On 18 February 2026, the company announced the release of two foundational
Sarvam_AI
Rasley, Jeff; He, Yuxiong (21 July 2022), DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale, arXiv:2201
List_of_large_language_models
Artificial intelligence chatbot by Moonshot AI
the company released Kimi-VL, an open source 16 billion parameter mixture of experts (MoE) large language model with 3 billion active parameters. In June
Kimi_(AI)
Deep learning architecture
and inference. MoE-Mamba integrates the Mamba architecture with a mixture of experts (MoE) layer. This combination allows for a more efficient implementation
Mamba (deep learning architecture)
Mamba_(deep_learning_architecture)
Large language model family developed by Tencent
family of large language models developed by the Chinese technology company Tencent. The Hy models are open-weight and use mixture of experts (MoE) architectures
Tencent_Hy
Period of rapid progress in AI
have evolved via the reasoning model, mixture of experts technique, and multimodal learning. Controversies of the AI boom include its environmental impact
AI_boom
Computational strategy for large datasets
Jeff (2017). Outrageously large neural networks: The sparsely-gated mixture-of-experts layer. arXiv:1701.06538. Lin, Bin; Tang, Zhenyu; Ye, Yang; Cui, Jiaxi;
Filter_and_refine
U.S. research institute for computer science
making it the most open state-of-the-art model available. In September 2024, Ai2 released OLMoE, the first mixture-of-experts model in the OLMo family, developed
Allen_Institute_for_AI
Family of large language models by Alibaba
a sparse mixture-of-experts architecture, with approximately 95 billion parameters active per forward pass, and supports a context window of up to one
Qwen
Chinese multimodal artificial intelligence program
"compete with the United States". Notably, the type of architecture used for Wu Dao 2.0 is a mixture-of-experts (MoE) model, unlike GPT-3, which is a "dense"
Wu_Dao
Large language model
License. It is a mixture-of-experts transformer model, with 132 billion parameters in total. 36 billion parameters (4 out of 16 experts) are active for
DBRX
British-Canadian computer scientist (born 1947)
representations, time delay neural network, mixtures of experts, Helmholtz machines and product of experts. An accessible introduction to Geoffrey Hinton's
Geoffrey_Hinton
Chinese artificial intelligence company
uses a mixture-of-experts (MoE) architecture, where 32 billion parameters are active during inference. K2 was trained on 15.5 trillion tokens of data and
Moonshot_AI
Machine learning technique
learning restricted Boltzmann machines. Mixture of experts Boltzmann machine Hinton, G.E. (1999). "Products of experts". 9th International Conference on Artificial
Product_of_experts
Artificial intelligence LLM (released 2026)
contains 975 billion parameters, with 41 billion of them being active at a time. The model has a mixture-of-experts design, and inputs are directed to the parts
Inkling (large language model)
Inkling_(large_language_model)
Large language model developed by Google
capable model than 1.0 Ultra. Changes include a new architecture, a mixture-of-experts approach, and a larger one-million-token context window. The same
Gemini_(language_model)
Chinese artificial intelligence company
interpretation and image understanding. In February 2026, Step 3.5 Flash, a mixture-of-experts model with 196 billion parameters and 11 billion active parameters
StepFun
San Francisco-based software company
foundation model under the Databricks Open Model License. It has a mixture-of-experts architecture and is built on the MegaBlocks open-source project. DBRX
Databricks
Type of artificial neural network
kinds of dynamic structures: Mixture of experts In mixture of experts, the individual responses of the experts are non-linearly combined by means of a single
Committee_machine
German artificial intelligence company
large language model supporting German and English and based on a mixture of experts architecture. The model weights were made publicly available on Hugging
Aleph_Alpha
American AI company (founded 2024)
2025, Prime Intellect released INTELLECT-3, a 106-billion-parameter mixture-of-experts model with 12 billion active parameters, trained with supervised fine-tuning
Prime_Intellect
American artificial intelligence company
language model and reinforcement learning platform capable of training mixture of experts models at frontier scale, first applying the approach to autonomous
Reflection_AI
Algorithm for modelling sequential data
(19 June 2024). "DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model". arXiv:2405.04434 [cs.CL].. Leviathan, Yaniv; Kalman
Transformer_(deep_learning)
Statistical law in machine learning
size is simply the number of parameters. However, one complication arises with the use of sparse models, such as mixture-of-expert models. With sparse models
Neural_scaling_law
Internal representation of world by AI
Their architecture employs transformers with refinements such as mixture of experts. World models divide an inferencing task into work performed by encoders
World model (artificial intelligence)
World_model_(artificial_intelligence)
Tel Aviv-based company
large language model built on a hybrid Mamba SSM transformer using mixture of experts with context lengths up to 256,000 tokens. In September 2024, AI21
AI21_Labs
Chinese artificial intelligence company
Hailuo AI. On 17 April 2024, MiniMax launched the ABAB 6.5 series, a mixture of experts language model. In January 2025, MiniMax unveiled the MiniMax-01 LLM
MiniMax_Group
Family of artificial intelligence models developed by Nvidia
models use a hybrid architecture combining Mamba, Transformer, and mixture of experts components. Nano Omni supports text, image, video and audio input
Nemotron
Machine learning methods using multiple input modalities
Siddharth, N.; Paige, Brooks; Torr, Philip HS (2019). "Variational Mixture-of-Experts Autoencoders for Multi-Modal Deep Generative Models". arXiv:1911.03393
Multimodal_learning
Artificial intelligence content detection software
corresponding AI examples. Pangram 4 uses a mixture of experts architecture to classify individual tokens, or units of text, then groups the results into labeled
Pangram_(AI_detector)
Large language model developed by Huawei
7-billion-parameter openPangu model and a 72-billion-parameter openPangu Pro MoE (Mixture-of-Experts) model. The release also featured model inference technology optimized
Huawei_PanGu
French artificial intelligence company
a family of computer-use models available in two versions: a 27-billion-parameter dense model and a 35-billion-parameter mixture-of-experts model. The
H_(company)
Overview of and topical guide to deep learning
Diffusion model Energy-based model Generative adversarial network Mixture of experts Graph neural network Graph convolutional network Siamese network Neural
Outline_of_deep_learning
Topics referred to by the same term
Mixture of experts (MoE), a machine learning technique Molecular Operating Environment, a software system sold by Chemical Computing Group Margin of error
Moe
Characterizes a recent neural network architecture providing advances in time series deep learning
production-grade model combining Mamba SSM layers with Transformer attention and mixture-of-experts (MoE) components. Jamba features: A hybrid architecture interleaving
State space model (deep learning)
State_space_model_(deep_learning)
South Korean technology company
chip-to-chip communication Optimized for large models, including Mixture-of-Experts (MoE) architectures Rebel100 is offered through product lines such
Rebellions_(company)
Large language model by Meta AI (2023–2026)
in 2025. The architecture was changed to a mixture of experts where only a fraction of the model’s expert sub-networks are activated per input token.
Llama_(language_model)
Large language model designed for reasoning tasks
open-source, 1-trillion-parameter mixture of experts (MoE) model with 32 billion active parameters. That was followed by the release of Kimi K2.6 in April 2026
Reasoning_model
Family of large language models by Google
generation of models is Gemma 4, released on April 2, 2026. It is available in four sizes: Effective 2B (E2B), Effective 4B (E4B), 26B Mixture of Experts (MoE)
Gemma_(language_model)
Model-based clustering in statistics
based on the mixture of factor analyzers model, and the HDclassif method, based on the idea of subspace clustering. The mixture-of-experts framework extends
Model-based_clustering
Series of large language models developed by Google AI
Transformer (2021): a mixture-of-experts variant of T5, by replacing the feedforward layers in the encoder and decoder blocks with mixture of expert feedforward
T5_(language_model)
2026 conference in Delhi, India
launched a new generation of large language models, including 30-billion and 105-billion parameter models using a mixture of experts architecture, as well
India_AI_Impact_Summit_2026
Automated recognition of patterns and regularities in data
Bootstrap aggregating ("bagging") Ensemble averaging Mixture of experts, hierarchical mixture of experts Bayesian networks Markov random fields Unsupervised:
Pattern_recognition
Chatbot developed by Baidu
"FlashMask" dynamic attention masking and a heterogeneous multimodal mixture-of-experts architecture. In June 2024, Baidu announced Ernie 4.0 Turbo. In April
Ernie_Bot
American human rights attorney, Professor, Author
of Philosophy in computational linguistics from Oxford University, where he did foundational research on large language models and Mixture of Experts
Michel_Paradis
Technique for the generative modeling of a continuous probability distribution
denoising diffusion model, with a Transformer replacing the U-Net. Mixture of experts-Transformer can also be applied. DDPM can be used to model general
Diffusion_model
Mixture of solids suspended in liquid
A slurry is a mixture of denser solids suspended in liquid, usually water. The most common use of slurry is as a means of transporting solids or separating
Slurry
Statistics and machine learning technique
structural time series (BSTS) Mixture of experts Opitz, D.; Maclin, R. (1999). "Popular ensemble methods: An empirical study". Journal of Artificial Intelligence
Ensemble_learning
Graph database implemented in Java
theCUBE (2025-09-04). Sudhir Hasbe, Neo4j | theCUBE + NYSE Wired: Mixture of Experts. Retrieved 2026-05-19 – via YouTube. "Neo4j, Microsoft add graph features
Neo4j
Large language model developed by Xiaomi
MiMo-V2-Flash was launched in December 2025. It is an open-sourced Mixture-of-experts model with 309 billion total parameters and 15 billion active parameters
Xiaomi_MiMo
Overview of and topical guide to machine learning
selection Mixture of experts Multiple kernel learning Naive Bayes classifier Non-negative matrix factorization Online machine learning Out-of-bag error
Outline_of_machine_learning
Chinese technology company
featuring Chain-of-thought capabilities; LongCat-Flash-Omni, a multimodal model; and LongCat-Flash-Lite, a fast, low-cost Mixture of Experts model. In October
Meituan
Statistical model
of probabilistic numerics. Gaussian processes can also be used in the context of mixture of experts models, for example. The underlying rationale of such
Gaussian_process
Mixture with equal amounts of left- and right-handed chiral isomers
racemic mixture or racemate (/reɪˈsiːmeɪt, rə-, ˈræsɪmeɪt/) is a mixture that has equal amounts (50:50) of left- and right-handed enantiomers of a chiral
Racemic_mixture
American scientist (born 1956)
; Jordan, M.I.; Nowlan, S.J.; Hinton, G.E. (1991). "Adaptive Mixtures of Local Experts". Neural Computation. 3 (1): 79–87. doi:10.1162/neco.1991.3.1
Michael_I._Jordan
Chinese fabless semiconductor manufacturing company, fully owned by Huawei
(INT8), which Huawei says suffices to run a 30-billion-parameter mixture of experts multimodal model on-device. Cite error: The named reference binning
HiSilicon
Software Package
design, mixture designs and combined designs. Design–Expert provides test matrices for screening up to 50 factors. Statistical significance of these factors
Design–Expert
1998 British TV series or programme
mixture of experts and dramatic reconstructions of both the supernatural events and the history underlying them. Episode 1: Legacy of the Battle of Little
Haunted_History
Extinct language of Iberia
province of Callaecia, which is now divided between the Spanish regions of Galicia, the western parts of Asturias, León and Zamora, and the Norte Region of Portugal
Callaecian_language
Family of stochastic processes
developing a mixture of expert models, in the context of supervised learning algorithms (regression or classification settings). For instance, mixtures of Gaussian
Dirichlet_process
Collection of microscopic DNA spots attached to a solid surface
regression, artificial neural networks, support vector machines, mixture of experts, and supervised neural gas. In addition, various metaheuristic methods
DNA_microarray
Programming library
datasets". Pattern Recognition. Enzweiler, M. (2011). "A Multilevel Mixture-of-Experts Framework for Pedestrian Classification". IEEE Transactions on Image
Fast Artificial Neural Network
Fast_Artificial_Neural_Network
other sub-networks are eliminated as each one is independent of the other. Mixture of experts Azam 2000. Happel & Murre 1994. Hubel & Livingstone 1990. Azam
Modular_neural_network
This is a list of all episodes of The Phil Silvers Show. "Special Collector's Issue: 100 Greatest Episodes of All Time". TV Guide. No. June 28-July 4.
List of The Phil Silvers Show episodes
List_of_The_Phil_Silvers_Show_episodes
This is an alphabetical list of major titles produced by Coronet Films, an educational film company from the 1940s through 1990s (when it merged with Phoenix
List_of_Coronet_Films_films
of Jpred to perform interactive consensus predictions (now called mixtures of experts) to be easy to access for any researcher in any biological laboratory
Jpred
Episodes of the American sitcom
a list of episodes from the 1959–1963 United States television series Dennis the Menace. The series is based on the Hank Ketcham comic strip of the same
List of Dennis the Menace (1959 TV series) episodes
List_of_Dennis_the_Menace_(1959_TV_series)_episodes
Roman column monument dedicated to Jupiter in Mainz
In expert circles, the settlement is therefore regarded as a vicus of traders and long-distance merchants. By the beginning of the second half of the
Great_Mainz_Jupiter_Column
Rubble & Crew is a Canadian animated television series and a spin-off of Spin Master's Paw Patrol brand. Five seasons have been produced by Spin Master
List of Rubble & Crew episodes
List_of_Rubble_&_Crew_episodes
Restaurant in New York City
courses are then selected from three sections, including "Pepper Shrimp," a mixture of raw royal red shrimp served with sorrel, scotch bonnet, and thyme, and
Kabawa
Character descriptions
cutout[vol. 6: "Secrets of Lala the Dullahan"] and wears gauntlets and a mixture of schoolgirl clothes combined with a long dustcoat of the type used in Sergio
List of Monster Musume characters
List_of_Monster_Musume_characters
songs, making a total of thirteen songs in the final. The jury in the final consisted of sixteen members, a mixture of experts and television viewers:
Spain in the Eurovision Song Contest 1965
Spain_in_the_Eurovision_Song_Contest_1965
2014 botched execution in Oklahoma, U.S.
Lockett, aged 38, was convicted in 2000 of murder, rape, and kidnapping. Lockett was administered an untested mixture of drugs that had not previously been
Execution_of_Clayton_Lockett
compounds was such that a mixture of barbiturates with other substances was even employed in some USA states for the execution of prisoners sentenced to
Timeline of 1960s counterculture
Timeline_of_1960s_counterculture
Across Southeast Asia
region of origin. According to culinary experts from Gadjah Mada University, there are 252 variants of satay in Indonesia. Specific examples of satay include:
List_of_variations_of_satay
«The Velasco project—a mixture of radical nationalism, Christian social theory, and Marxism—attempted to promote a sort of “social-democratic concertation”
Neoliberalism_in_Peru
their work on the video sharing platform YouTube. The following is a list of YouTubers for whom Wikipedia has articles either under their own name or their
List_of_YouTubers
Telegram-based transnational sexual assault network
German Driving School for Experts, comprising eight principal male members active in Germany and the Netherlands, seven of whom were Chinese citizens
German Driving School Telegram rape network
German_Driving_School_Telegram_rape_network
First-level administrative subdivisions of Germany
administration separate from the state government. It is therefore a mixture of a city-state and an area-state. Three states, Bavaria, Saxony, and Thuringia
States_of_Germany
Medical condition caused by receiving too little or too many nutrients
or suspected, can be treated with a mixture of sugar and water. If the patient is conscious, the initial dose of sugar and water can be given by mouth
Malnutrition
the successor of the Hasbro Comic Book Universe by IDW Publishing (2005–2018). This is a list of story arcs featured in the comics of the franchise.
List of Energon Universe story arcs
List_of_Energon_Universe_story_arcs
Function representing relative sizes of particles in a system
(1933), "The Laws Governing the Fineness of Powdered Coal", Journal of the Institute of Fuel, 7: 29–36. Free expert system for size analysis technique selection
Particle-size_distribution
Canadian political controversy
issue again. Duplessis was one of Quebec's ablest politicians, a charismatic, colourful demagogue who preached a mixture of Catholic conservatism and Quebec
Conscription_Crisis_of_1944
Dutch philosopher and theologian (c. 1466–1536)
monarchy should not be absolute: it should be "checked and diluted with a mixture of aristocracy and democracy to prevent it ever breaking out into tyranny"
Erasmus
1937 Azerbaijani novel
autobiography of Ali whose adolescence and youth are a curious mixture of Essad's own and of what he would have liked them to be." Reiss also notes that
Ali_and_Nino
Indigenous ethnic group of Borneo
the customs of the Lotuds simultaneously with the creation of the heavens, the earth and their contents. Humans were created from a mixture of rombituon
Dusun_people
Three-volume literary work published (1854–1856)
and peace to his country." Yet his nature seemed to contain "strange mixtures of genuine gold and glittering tinsel." It was said he set "the fashion
The_History_of_Rome_(Mommsen)
cult of personality. Especially during his second term, several experts of fascism have characterized Trump and his allies' rhetoric and style of governance
Donald_Trump_and_fascism
defeat was largely due to fascism's lack of ideological credibility, as the fascist movement was a mixture of many different ideas and tendencies. It contained
History_of_fascism_(pre-1922)
Political philosophy based on tradition
a mixture of conservatism and republicanism. He supported the American Revolution of 1775–1783 but abhorred the violence of the French Revolution of 1789–1799
Conservatism
Country in West Asia
said that it is illegal for the Assembly of Experts to supervise the Rahbar. Many believe the Assembly of Experts has become a ceremonial body without any
Iran
Early human migrations to Oceania
subject of debate among experts, with some authors even defending a totally or partially non-Austronesian origin, within the pre-Austronesian cultures of Melanesia
Peopling_of_Oceania
Unethical experiments on Indigenous Canadians
1942, Canadian nutrition experts led a research expedition to Northern Manitoba that investigated the nutritional health status of First Nations peoples
First Nations nutrition experiments
First_Nations_nutrition_experiments
UN1201 to UN1300 as assigned by the United Nations Committee of Experts on the Transport of Dangerous Goods are as follows: n.o.s. = not otherwise specified
List of UN numbers 1201 to 1300
List_of_UN_numbers_1201_to_1300
31st weekly Torah portion in the annual Jewish cycle of Torah reading
requested it. One should feed to a sick person at the direction of experts, and if no experts are present, one feeds a sick person who requests food. The
Emor
Legally binding document establishing rights and duties between parties
Turkey replaced its Ottoman-era mixture of Islamic and secular laws with a secular civil code modelled after that of Switzerland, with its contract and
Contract
travel, tourism, insurance
MIXTURE OF-EXPERTS
MIXTURE OF-EXPERTS
MIXTURE OF-EXPERTS
MIXTURE OF-EXPERTS
MIXTURE OF-EXPERTS
MIXTURE OF-EXPERTS
MIXTURE OF-EXPERTS
MIXTURE OF-EXPERTS
MIXTURE OF-EXPERTS
travel, tourism, insurance