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"url": [
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"title": [
"EU Frontier AI Initiative: Advanced Scaling Frameworks for High-Performance AI Models (RIA) - Apply AI"
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"HORIZON-BRIDGING-2027-01-13",
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"Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)"
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"<p><a href=\"https://webgate.ec.europa.eu/funding-tenders-opportunities/display/OM/Online+Manual\" rel=\"noopener noreferrer\" target=\"_blank\">Online Manual</a> is your guide on the procedures from proposal submission to managing your grant.</p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/guidance/programme-guide_horizon_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Horizon Europe Programme Guide</a> contains the detailed guidance to the structure, budget and political priorities of Horizon Europe.</p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/portal/screen/support/faq?isExactMatch=true&status=0&type=0,1&order=DESC&pageNumber=1&pageSize=50&sortBy=publicationDate\" rel=\"noopener noreferrer\" target=\"_blank\">Funding & Tenders Portal FAQ</a> – find the answers to most frequently asked questions on submission of proposals, evaluation and grant management.</p><p><a href=\"https://research-and-innovation.ec.europa.eu/contact-us/research-enquiry-service_en\" rel=\"noopener noreferrer\" target=\"_blank\">Research Enquiry Service</a> – ask questions about any aspect of European research in general and the EU Research Framework Programmes in particular.</p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/portal/screen/support/ncp\" rel=\"noopener noreferrer\" target=\"_blank\">National Contact Points (NCPs)</a> – get guidance, practical information and assistance on participation in Horizon Europe. There are also NCPs in many non-EU and non-associated countries (‘third-countries’).</p><p><a href=\"https://een.ec.europa.eu/\" rel=\"noopener noreferrer\" target=\"_blank\">Enterprise Europe Network</a> – contact your EEN national contact for advice to businesses with special focus on SMEs. The support includes guidance on the EU research funding.</p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/portal/screen/support/helpdesks/contact-form\" rel=\"noopener noreferrer\" target=\"_blank\">IT Helpdesk</a> – contact the Funding & Tenders Portal IT helpdesk for questions such as forgotten passwords, access rights and roles, technical aspects of submission of proposals, etc.</p><p><a href=\"https://intellectual-property-helpdesk.ec.europa.eu/index_en\" rel=\"noopener noreferrer\" target=\"_blank\">European IPR Helpdesk</a> assists you on intellectual property issues.</p><p><a href=\"mailto:research@cencenelec.eu\" rel=\"noopener noreferrer\" target=\"_blank\">CEN-CENELEC Research Helpdesk</a> and <a href=\"https://www.etsi.org/research/helpdesk\" rel=\"noopener noreferrer\" target=\"_blank\">ETSI Research Helpdesk</a> – the European Standards Organisations advise you how to tackle standardisation in your project proposal.</p><p><a href=\"https://euraxess.ec.europa.eu/sites/default/files/am509774cee_en_e4.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">The European Charter for Researchers and the Code of Conduct for their recruitment</a> – consult the general principles and requirements specifying the roles, responsibilities and entitlements of researchers, employers and funders of researchers.</p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/portal/screen/how-to-participate/partner-search?order=DESC&pageNumber=1&pageSize=50&sortBy=lastModified&isExactMatch=true&type=ORGANISATION,PERSON&frameworkProgramme=43108390\" rel=\"noopener noreferrer\" target=\"_blank\">Partner Search</a> help you find a partner organisation for your proposal.</p>"
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"<p class=\"topicdescriptionkind\">Expected Outcome:</p><p>This topic aims to advance the scientific and technical foundations for the scaling of AI models, enhancing the performance of training and inference processes and providing European AI labs with the methodologies required to compete at the global frontier. Project results are expected to contribute to some of the following outcomes:</p><ol level=\"0\"> <li>Establishment of robust scaling laws and predictive frameworks that allow for the reliable estimation of model performance before large-scale compute investment.</li><li>Enhanced competitiveness of European advanced AI models through optimised dataset mixtures, refined architectures, and superior hyperparameter configurations.</li><li>Optimised development for frontier AI models, achieved via automated and scientifically grounded scaling methodologies.</li></ol><p class=\"topicdescriptionkind\">Scope:</p><p>To maintain a leading position in AI, Europe must master the methodologies required to scale AI models’ performance, training and inference processes. Establishing a predictive methodology for AI model development ensures that limited computational resources are deployed with maximum efficiency, thereby bolstering the EU and AC’s technological sovereignty.</p><p>While previous actions have focused on training High-Performance AI models, this topic addresses the research gap in the underlying theoretical basis, methodologies and tools for predictable scaling of AI models and inference. By providing the technical foundations for high-performance systems without the costs of unguided experimentation, this action complements training-centric efforts. In this light, proposals should deliver, as an outcome of the research, a toolset designed to support the scaling of AI models.</p><p>Potential research areas include, but are not limited to:</p><ol style=\"padding-left:33.33px;\" level=\"0\"> <li>Automated Scaling Law Derivation: Research into scaling laws to predict performance across diverse modalities and tasks, moving beyond simple power laws.</li><li>Exploratory Architecture Search: Developing automated methods to discover and refine model architectures that maintain performance while scaling both in training and inference, including innovations in sparsity, memory efficiency, and long-context handling.</li><li>Dataset Mixture Optimisation: Research into the systematic selection, weighting, and sequencing of datasets. This includes developing tools for automated data quality assessment.</li><li>Advanced Hyperparameter Tuning and Stability: Developing methodologies for stable training at large scales, including automated tuning of optimisers and learning rate schedules that remain effective as models grow.</li></ol><p>Proposals should ensure that the developed frameworks and scaling methodologies are compatible with diverse hardware architectures, demonstrating that scaling is studied across different systems to avoid optimisation for specific proprietary hardware.</p><p>The selected project should actively support Advanced AI labs and High-performance Computing Centres already engaged in the development of frontier AI, ensuring that methodological advances are immediately validated in high-stakes environments. Proposals should describe how these scaling methodologies would benefit the development of models adapted to the specific requirements of particular strategic sectors, such as Public Administration, Manufacturing, Energy, Healthcare, Cultural and Creative Industries, or Physical AI.</p><p>Part of the Frontier AI Initiative, this topic complements HORIZON-CL4-2027-04-DIGITAL-EMERGING-11 “EU Frontier AI Initiative: Developing frontier AI solutions that are safe and computationally efficient within Apply AI” by establishing the underlying methodologies required for the large-scale training and inference of High-Performance AI models. Proposals should, therefore, describe the link between their planned activities and the objectives of topic HORIZON-CL4-2027-04-DIGITAL-EMERGING-11.</p><p>All proposals are expected to incorporate mechanisms for assessing and demonstrating progress, including qualitative and quantitative KPIs, benchmarking, and progress monitoring. When possible, proposals should build on and reuse public results from relevant previous funded actions. Communicable results should be shared with the European R&D community through the AI-on-demand platform.</p><p>The project selected in this topic should link to the resources offered by the AI Factories and the Data Labs. Where relevant, links could be established to European companies developing frontier AI models to foster a pre-competitive exchange of expertise and explore ways to mobilise the wider developer community for the efficient reuse of results.</p><p>All proposals are expected to allocate tasks for cohesion activities with the European Partnership on AI, data, and robotics (ADRA) and the CSA HORIZON-CL4-2025-03-HUMAN-18: GenAI4EU central Hub.</p><p class=\"topicdescriptionkind\">Technology Readiness Level - Technology readiness level expected from completed projects</p><div class=\"eui-u-mt-s\"><p>Activities are expected to achieve TRL 4-5 by the end of the project – see General Annex B.</p></div>"
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"<div class=\"eui-u-mt-l>\"><h4>General conditions</h4><div><h4>1. Admissibility conditions: Proposal page limit and layout</h4><div class=\"eui-u-mt-s\"><p><strong><em></em></strong>described in <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex A</a> and <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex E</a> of the Horizon Europe Work Programme General Annexes.</p><p><strong>Proposal page limits and layout:</strong> described in Part B of the Application Form available in the Submission System.</p></div></div><div><h4>2. Eligible countries</h4><div class=\"eui-u-mt-s\"><p>described in <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex B</a> of the Work Programme General Annexes.</p><p>A number of non-EU/non-Associated Countries that are not automatically eligible for funding have made specific provisions for making funding available for their participants in Horizon Europe projects. See the information in the <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/guidance/programme-guide_horizon_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Horizon Europe Programme Guide</a>.</p></div></div><div><h4>3. Other Eligibility Conditions</h4><div class=\"eui-u-mt-s\"><p>In order to achieve the expected outcomes, and safeguard the Union’s strategic assets, interests, autonomy, and security, it is important to avoid a situation of technological dependency on a non-EU source, in a global context that requires the EU to take action to build on its strengths, and to carefully assess and address any strategic weaknesses, vulnerabilities and high-risk dependencies which put at risk the attainment of its ambitions. For this reason, participation is limited to legal entities established in Member States, Iceland and Norway and the following additional associated countries : Canada, Israel, Republic of Korea, New-Zealand, United Kingdom, Switzerland and Japan. In addition, entities established in third countries which may become associated to Horizon Europe during 2026 and 2027 may be eligible to participate in this topic if the third country is identified for this topic as an eligible country in the List of Participating Countries in Horizon Europe at the time of submission of the application[[See the <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/guidance/list-3rd-country-participation_horizon-euratom_en.pdf\">List of Participating Countries in Horizon Europe</a> available at <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/guidance/list-3rd-country-participation_horizon-euratom_en.pdf\">https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/guidance/list-3rd-country-participation_horizon-euratom_en.pdf</a>.]]. In any case, the association agreement to the Programme must apply by the time of the signature of the grant agreement.</p><p>For the duly justified and exceptional reasons listed in the paragraph above, in order to guarantee the protection of the strategic interests of the Union and its Member States, entities established in an eligible country listed above, but which are directly or indirectly controlled by a non-eligible country or by a non-eligible country entity, may not participate in the action unless it can be demonstrated, by means of guarantees positively assessed by their eligible country of establishment, that their participation to the action would not negatively impact the Union’s strategic assets, interests, autonomy, or security . Entities established in an eligible country, but which are directly or indirectly controlled by China or by a legal entity established in China cannot submit guarantees.</p><p>[[ The guarantees shall in particular substantiate that, for the purpose of the action, measures are in place to ensure that: a) control over the applicant legal entity is not exercised in a manner that retrains or restricts its ability to carry out the action and to deliver results, that imposes restrictions concerning its infrastructure, facilities, assets, resources, intellectual property or know-how needed for the purpose of the action, or that undermines its capabilities and standards necessary to carry out the action; b) access by a non-eligible country or by a non-eligible country entity to sensitive information relating to the action is prevented; and the employees or other persons involved in the action have a national security clearance issued by an eligible country, where appropriate; c) ownership of the intellectual property arising from, and the results of, the action remain within the recipient during and after completion of the action, are not subject to control or restrictions by non-eligible countries or non-eligible country entity, and are not exported outside the eligible countries, nor is access to them from outside the eligible countries granted, without the approval of the eligible country in which the legal entity is established.]]</p></div><div class=\"eui-u-mt-s\"><p>described in <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex B</a> of the Work Programme General Annexes.</p></div></div><div><h4>4. Financial and operational capacity and exclusion</h4><div class=\"eui-u-mt-s\"><p>described in <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex C</a> of the Work Programme General Annexes.</p></div></div><div><h4>5a. Evaluation and award: Award criteria, scoring and thresholds</h4><div class=\"eui-u-mt-s\"><p>described in <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex D</a> of the Work Programme General Annexes.</p></div></div><div><h4>5b. Evaluation and award: Submission and evaluation processes</h4><div class=\"eui-u-mt-s\"><p>described in <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex F</a> of the Work Programme General Annexes and the <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/guidance/om_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Online Manual</a>.</p></div></div><div><h4>5c. Evaluation and award: Indicative timeline for evaluation and grant agreement</h4><div class=\"eui-u-mt-s\"><p>described in <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex F</a> of the Work Programme General Annexes.</p></div></div><div><h4>6. Legal and financial set-up of the grants</h4><div class=\"eui-u-mt-s\"><p>described in <a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Annex G</a> of the Work Programme General Annexes.</p></div></div></div><div class=\"eui-u-mt-l\"><h4>Specific conditions</h4> <div class=\"eui-u-mt-s\"><p>described in the specific topic of the Work Programme.</p></div></div><div class=\"eui-u-mt-l\"><div class=\"eui-u-mt-s\">\n</div><h4>Application and evaluation forms and model grant agreement (MGA):</h4> <div class=\"eui-u-mt-s\"><p><strong>Application form templates</strong> <em>— the application form specific to this call is available in the Submission System</em></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/temp-form/af/af_he-ria-ia_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Standard application form (HE RIA, IA)</a></p><p><strong>Evaluation form templates</strong> <em>— will be used with the necessary adaptations</em></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/temp-form/ef/ef_he-ria-ia_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Standard evaluation form (HE RIA, IA)</a> </p><p><strong>Guidance</strong></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/guidance/programme-guide_horizon_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">HE Programme Guide</a> </p><p><strong>Model Grant Agreements (MGA)</strong></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/agr-contr/general-mga_horizon-euratom_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">HE MGA</a> </p><p><strong>Call-specific instructions</strong> </p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/temp-form/af/ownership-control-declaration_en.docx\" rel=\"noopener noreferrer\" target=\"_blank\">Ownership Control Declaration Annex</a></p></div><h4>Additional documents:</h4> <div class=\"eui-u-mt-s\"><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-1-general-introduction_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">HE Main Work Programme 2026-2027 – 1. General Introduction</a></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-14-horizontal-activities_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">HE Main Work Programme 2026-2027 – 14. Horizontal Activities</a></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/wp-call/2026-2027/wp-15-general-annexes_horizon-2026-2027_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">HE Main Work Programme 2026-2027 – 15. General Annexes</a></p><p><br></br></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/guidance/programme-guide_horizon_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">HE Programme Guide</a></p><p><a href=\"https://eur-lex.europa.eu/legal-content/EN/ALL/?uri=CELEX:32021R0695\" rel=\"noopener noreferrer\" target=\"_blank\">HE Framework Programme and Rules for Participation Regulation 2021/695</a></p><p><a href=\"https://eur-lex.europa.eu/legal-content/EN/ALL/?uri=CELEX:32021D0764\" rel=\"noopener noreferrer\" target=\"_blank\">HE Specific Programme Decision 2021/764</a></p><p><a href=\"https://eur-lex.europa.eu/legal-content/EN/ALL/?uri=OJ:L_202402509\" rel=\"noopener noreferrer\" target=\"_blank\">EU Financial Regulation 2024/2509</a></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/guidance/rules-lev-lear-fca_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Rules for Legal Entity Validation, LEAR Appointment and Financial Capacity Assessment</a></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/guidance/guidance-on-participation-in-eu-calls-with-ownership-and-control-restrictions_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Guidance on participation in EU calls with ownership and control restrictions</a></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/guidance/aga_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">EU Grants AGA — Annotated Model Grant Agreement</a></p><p><a href=\"https://webgate.ec.europa.eu/funding-tenders-opportunities/display/OM/Online+Manual\" rel=\"noopener noreferrer\" target=\"_blank\">Funding & Tenders Portal Online Manual</a></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/common/ftp/tc_en.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Funding & Tenders Portal Terms and Conditions</a></p><p><a href=\"https://ec.europa.eu/info/funding-tenders/opportunities/portal/screen/support/legalnotice\" rel=\"noopener noreferrer\" target=\"_blank\">Funding & Tenders Portal Privacy Statement</a></p></div></div>"
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