Integreat - Norwegian Centre for Knowledge-driven Machine Learning
Integreat is a publicly funded Norwegian Centre of Excellence (SFF) that conducts foundational research on knowledge-driven machine learning, integrating statistics, logic, and ML across the University of Oslo, UiT, and the Norwegian Computing Center for an academic research community of 100+ researchers.
- Company typePrivate
- Founded-
- HeadquartersOslo, Norway
- Headcount11–50
- GTM typeB2B
- OfferingServices
What Integreat - Norwegian Centre for Knowledge-driven Machine Learning does
Integreat - Norwegian Centre for Knowledge-driven Machine Learning is a publicly funded academic research centre established in 2023 under Norway's Centre of Excellence (Senter for Fremragende Forskning, SFF) scheme. It is hosted by the University of Oslo, UiT The Arctic University of Norway, and the Norwegian Computing Center (NR), with administrative headquarters at Moltke Moes vei 35 in Oslo and a research hub in Tromsø. The centre's purpose is to develop theories, methods, models, and algorithms that integrate general and domain-specific knowledge with data, combining the mathematical and computational cultures of statistics, logic, and machine learning. Its research is structured around nine specialised themes covering probabilistic modelling, structure and logic, scalable Bayesian approximation, integrative learning, transfer learning, causal learning, natural language processing, explainability and fairness, and ethics.
The centre serves the academic research community, including more than 100 affiliated researchers, principal investigators, and PhD fellows across its host institutions and international collaborators. Named technical capabilities include knowledge-based Variational Bayes approximations using causal graphs and vine copulae, Approximate Bayesian Computation combined with deep learning, ontology embeddings and graph neural networks fusing symbolic and statistical AI, and methods for knowledge-coherent transfer learning across text, image, audio, and video modalities. Researcher development is delivered through the INTREF programme, and dissemination occurs via the Integreat Insights blog, peer-reviewed publications, public lectures, and events such as the Digitalisation Lecture and AI Day at UiT.
The business model is non-commercial. Integreat is funded by the Research Council of Norway through its SFF programme and has no product pricing, customer revenue, or external investors. Its outputs are research publications, trained researchers, and methodological contributions to Norwegian and global AI research. The centre recruits PhD fellows and researchers via standard Norwegian academic employment at UiO and UiT, and collaborates strategically with the TRUST Centre for Trustworthy AI.
Integreat - Norwegian Centre for Knowledge-driven Machine Learning firmographics
Firmographics- Name
- Integreat - Norwegian Centre for Knowledge-driven Machine Learning
- Legal name
- Integreat - Norwegian Centre for Knowledge-driven Machine Learning
- Website
- https://integreat.no
- Company type
- Private
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Integreat is a publicly funded Norwegian Centre of Excellence (SFF) that conducts foundational research on knowledge-driven machine learning, integrating statistics, logic, and ML across the University of Oslo, UiT, and the Norwegian Computing Center for an academic research community of 100+ researchers.
- Ownership category
- akta.pro rank
Integreat - Norwegian Centre for Knowledge-driven Machine Learning industry classification
Industry- Product category
- Machine Learning Research
- akta.pro primary industry
- AI & Machine Learning (Foundations & Applied) (EDAMACAG)
- akta.pro secondary industry
- AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ)
Keywords
Where Integreat - Norwegian Centre for Knowledge-driven Machine Learning is headquartered
LocationHeadquarters
- HQ city
- Oslo
- HQ country
- Norway
- HQ region
- Europe
Offices2 records
Markets served
Integreat - Norwegian Centre for Knowledge-driven Machine Learning business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Personnel, Operations, Technology or R&D, Infrastructure, Marketing or Sales
Revenue model
- Research Council of Norway Funding: Integreat is a Centre of Excellence (SFF) funded by the Research Council of Norway. Funding supports PhD positions, postdoctoral fellows, research activities, and centre operations.
Go-to-market motion1 record
Distribution channels3 records
Marketing channels4 records
Integreat - Norwegian Centre for Knowledge-driven Machine Learning product offering
Product offeringCore offering
Integreat is a publicly funded Centre of Excellence that conducts fundamental, knowledge-driven machine learning research across nine research themes spanning probabilistic modelling, structure and logic, scalable approximation, integrative learning, transfer learning, causal learning, natural language, explainability and fairness, and ethics. It hosts PhD fellows, postdoctoral researchers, and principal investigators, and disseminates findings through peer-reviewed publications, conferences, the Integreat Insights blog, and the INTREF researcher development programme.
Product overview
Integreat is a Centre of Excellence funded by the Research Council of Norway, operated by the University of Oslo, UiT The Arctic University of Norway, and the Norwegian Computing Center. It functions as a collaborative research community rather than a product company, with nine research themes (RT 1-9) covering Probabilistic Modelling, Structure and Logic, Scalable Approximation, Integrative Learning, Transfer Learning, Causal Learning, Natural Language, Explainability and Fairness, and Ethics. The centre offers researcher development through INTREF, knowledge dissemination via the Integreat Insights blog, and hosts collaborative research activities across machine learning, statistics, logic, language technology, and ethics disciplines.
Differentiator
Problem solved
Functional benefit
Companies that use Integreat - Norwegian Centre for Knowledge-driven Machine Learning
Customer profileSegments1 record
Ideal customer profiles1 record
Integreat - Norwegian Centre for Knowledge-driven Machine Learning technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability10 records
Feature6 records
Integreat - Norwegian Centre for Knowledge-driven Machine Learning partnerships and signals
Strategic signalPartnerships
Four partnerships are on record, tiered core and strategic.
- University of OslocorePrimary institutional host of Integreat. PhD fellows and researchers employed at University of Oslo. Centre director and majority of researchers affiliated with UiO departments including Mathematics, Informatics, and Medicine.
- UiT The Arctic University of NorwaycoreSecondary institutional hub hosting Integreat researchers and PhD fellows. UiT hub includes Principal Investigators working on explainability, fairness, transfer learning, and structure/logic research themes.
- Norwegian Computing Center (NR)coreThird institutional partner contributing researchers to Integreat. NR is a leading research institute in applied mathematics and ICT research in Norway.
- TRUST – The Norwegian Centre for Trustworthy AIstrategicClose collaboration with TRUST provides broader interdisciplinary research environment. Recruited PhD fellows have opportunities to engage with scientific activities, expertise, and networks of both centres. Collaboration spans machine learning, statistics, philosophy, law, and social sciences.
Scale indicators2 records
Recent moves5 records
Expansion highlights5 records
Integreat - Norwegian Centre for Knowledge-driven Machine Learning competitors and assessment
Company assessmentBroad incumbents
- Allen Institute for AI (AI2): AI2 is a US-based non-profit AI research institute focused on foundational and applied AI research, including NLP, computer vision, and AI for the common good. It is comparable to Integreat as a mission-driven AI research organization with academic roots, though AI2 is considerably larger and operates with significant philanthropic funding.
- Alan Turing Institute: The Alan Turing Institute is the UK's national institute for data science and artificial intelligence, funded primarily by EPSRC and UKRI. It is comparable to Integreat as a publicly-funded national AI research hub spanning multiple universities, though it is considerably larger in headcount, budget, and applied research translation.
- ELLIS (European Laboratory for Learning and Intelligent Systems): ELLIS is a pan-European network of AI research units connecting top European machine learning laboratories. It is comparable to Integreat as a European AI research network addressing foundational ML questions, though ELLIS operates as a federation rather than a single research centre and includes substantial industrial AI research labs.
- INRIA (French National Institute for Research in Digital Science and Technology): INRIA is France's national public research institute dedicated to digital sciences, conducting foundational and applied research in AI, machine learning, and related fields. It is comparable to Integreat as a publicly-funded European research organization with AI/ML research themes, though at substantially greater scale and broader scope.
- Max Planck Institute for Informatics: The Max Planck Institute for Informatics is a leading German research institute covering algorithms, machine learning, computer graphics, and related fields. It is comparable to Integreat as a publicly-funded European research centre conducting foundational AI/ML research, though its thematic scope is broader and its scale substantially larger.
- Vector Institute: Vector Institute is a Canadian AI research hub affiliated with the University of Toronto, focusing on deep learning and its applications. Comparable to Integreat as an academically-anchored AI research centre with government and industry sponsorship, though Vector operates at substantially larger scale and with a more explicit industry-partnership mandate.
- MILA (Quebec AI Institute): MILA is a large publicly-funded AI research institute in Canada with a multidisciplinary research agenda spanning deep learning, reinforcement learning, and AI for science. It is comparable to Integreat as a similarly-funded national-scale AI research organization, though at materially larger scale and with a stronger industry-partnership translation model.
- DFKI (German Research Centre for Artificial Intelligence): DFKI is Germany's leading publicly-and-industry-funded AI research centre, operating across multiple sites with a strong applied AI focus. It is comparable to Integreat as a publicly-backed European AI research organization, though DFKI has a much more developed commercialization model and larger industry partner network.
Others
- Simons Institute for the Theory of Computing: The Simons Institute at UC Berkeley is a leading venue for theoretical computer science research, including foundational work on machine learning theory. It is comparable to Integreat only at the methodological/theoretical level relevant to several of Integreat's research themes (probabilistic modelling, structure and logic), but does not directly compete as it focuses on hosting visiting researchers rather than running an in-house research program.
Direct peers
- TRUST - The Norwegian Centre for Trustworthy AI: TRUST is the other Norwegian Centre of Excellence in AI explicitly named as a close collaborator of Integreat. Both centres share overlapping themes on trustworthy, explainable, and ethical AI, and run joint PhD engagement, making TRUST the most directly comparable peer organization in terms of mandate, funding model, and geography.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat3 records
Key risks6 records
Key highlights6 records
Customer concentration
Integreat - Norwegian Centre for Knowledge-driven Machine Learning social profiles
Digital presenceIntegreat - Norwegian Centre for Knowledge-driven Machine Learning financial estimates
Financial estimateRevenue estimate
Valuation estimate
Integreat - Norwegian Centre for Knowledge-driven Machine Learning leadership team
Management profileNumber of profiles
Profiles2 records
Integreat - Norwegian Centre for Knowledge-driven Machine Learning funding detail
Funding detailFunding overview
Funding rounds
Investors
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Integreat - Norwegian Centre for Knowledge-driven Machine Learning M&A and investment
M&A and investmentM&A
Investments
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Frequently asked questions about Integreat - Norwegian Centre for Knowledge-driven Machine Learning
What does Integreat - Norwegian Centre for Knowledge-driven Machine Learning do?
Integreat is a publicly funded Centre of Excellence that conducts fundamental, knowledge-driven machine learning research across nine research themes spanning probabilistic modelling, structure and logic, scalable approximation, integrative learning, transfer learning, causal learning, natural language, explainability and fairness, and ethics. It hosts PhD fellows, postdoctoral researchers, and principal investigators, and disseminates findings through peer-reviewed publications, conferences, the Integreat Insights blog, and the INTREF researcher development programme.
Is Integreat - Norwegian Centre for Knowledge-driven Machine Learning a public or private company?
Integreat - Norwegian Centre for Knowledge-driven Machine Learning is a private company. It is classified as state government owned and is currently operating.
When was Integreat - Norwegian Centre for Knowledge-driven Machine Learning founded?
Integreat - Norwegian Centre for Knowledge-driven Machine Learning was founded in -1. It employs 11 to 50 people.
Where is Integreat - Norwegian Centre for Knowledge-driven Machine Learning based?
Integreat - Norwegian Centre for Knowledge-driven Machine Learning is headquartered in Oslo, Norway, in the Europe region.
How does Integreat - Norwegian Centre for Knowledge-driven Machine Learning make money?
One revenue line is on record: research Council of Norway Funding.
Who are Integreat - Norwegian Centre for Knowledge-driven Machine Learning's main competitors?
Broad incumbents on record are Allen Institute for AI (AI2), Alan Turing Institute, ELLIS (European Laboratory for Learning and Intelligent Systems), INRIA (French National Institute for Research in Digital Science and Technology), Max Planck Institute for Informatics, Vector Institute, MILA (Quebec AI Institute) and DFKI (German Research Centre for Artificial Intelligence). Simons Institute for the Theory of Computing is listed as an others. TRUST - The Norwegian Centre for Trustworthy AI is listed as a direct peer.
Does Integreat - Norwegian Centre for Knowledge-driven Machine Learning have an API?
No public API is recorded for Integreat - Norwegian Centre for Knowledge-driven Machine Learning.
What industry is Integreat - Norwegian Centre for Knowledge-driven Machine Learning in?
Integreat - Norwegian Centre for Knowledge-driven Machine Learning's product category is Machine Learning Research. Its primary akta.pro industry code is EDAMACAG, AI & Machine Learning (Foundations & Applied), with a secondary code of BPAEAAAJ, AI/ML Solution Integration & MLOps Enablement.