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Robust Learning and Reasoning for Complex Event Forecasting

Objective

A growing number of applications rely on AI-based solutions to carry-out mission-critical tasks, many of which are of temporal nature, dealing with ever-evolving flows of information. Crucial for mitigating threats and taking advantage of opportunities in such domains, is the ability to forecast imminent situations and critical complex events ahead of time. EVENFLOW will develop hybrid learning techniques for complex event forecasting, which combine deep learning with logic-based learning and reasoning into neuro-symbolic forecasting models. The envisioned methods will combine (i) neural representation learning techniques, capable of constructing event-based features from streams of perception-level data with (ii) powerful symbolic learning and reasoning tools, that utilize such features to synthesize high-level, interpretable patterns of critical situations to be forecast. Crucial in the EVENFLOW approach is the online nature of the learning methods, which makes them applicable to evolving data flows and allows to utilize rich domain knowledge that is becoming available progressively, over time. To deal with the brittleness of neural predictors and the high volume/velocity of temporal data flows, the EVENFLOW techniques will rely on novel, formal verification techniques for machine learning, in addition to a suite of scalability algorithms for federated training and incremental model construction. The learnt forecasters will be interpretable and scalable, allowing for fully explainable insights, delivered in a timely fashion and enabling proactive decision making. EVENFLOW will be evaluated on three challenging use cases related to oncological forecasting in precision medicine, safe and efficient behavior of autonomous transportation robots in smart factories and reliable life cycle assessment of critical infrastructure.

Coordinator

NETCOMPANY - INTRASOFT
Net EU contribution
€ 185 000,00
Address
Place Du Champ De Mars 5/10
1050 Bruxelles
Belgium

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Region
Région de Bruxelles-Capitale/Brussels Hoofdstedelijk Gewest Région de Bruxelles-Capitale/ Brussels Hoofdstedelijk Gewest Arr. de Bruxelles-Capitale/Arr. Brussel-Hoofdstad
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
€ 0,00

Participants (6)

Third-party

Legal entity other than a subcontractor which is affiliated or legally linked to a participant. The entity carries out work under the conditions laid down in the Grant Agreement, supplies goods or provides services for the action, but did not sign the Grant Agreement. A third party abides by the rules applicable to its related participant under the Grant Agreement with regard to eligibility of costs and control of expenditure.

NETCOMPANY-INTRASOFT SA
Luxembourg
Net EU contribution
€ 530 000,00
Address
Rue Nicolas Bove 2b
1253 Luxembourg

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Region
Luxembourg Luxembourg Luxembourg
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
€ 0,00
"NATIONAL CENTER FOR SCIENTIFIC RESEARCH ""DEMOKRITOS"""
Greece
Net EU contribution
€ 727 500,00
Address
End Of Patriarchou Grigoriou E And 27 Neapoleos Street
15341 Agia Paraskevi

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Region
Βόρειος Τομέας Αθηνών Aττική Αττική
Activity type
Research Organisations
Other funding
€ 0,00
ATHINA-EREVNITIKO KENTRO KAINOTOMIAS STIS TECHNOLOGIES TIS PLIROFORIAS, TON EPIKOINONION KAI TIS GNOSIS
Greece
Net EU contribution
€ 500 000,00
Address
Artemidos 6 Kai Epidavrou
151 25 Maroussi

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Region
Βόρειος Τομέας Αθηνών Aττική Αττική
Activity type
Research Organisations
Other funding
€ 0,00
BARCELONA SUPERCOMPUTING CENTER CENTRO NACIONAL DE SUPERCOMPUTACION
Spain
Net EU contribution
€ 470 000,00
Address
Calle Jordi Girona 31
08034 Barcelona

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Region
Este Cataluña Barcelona
Activity type
Research Organisations
Other funding
€ 0,00
DEUTSCHES FORSCHUNGSZENTRUM FUR KUNSTLICHE INTELLIGENZ GMBH
Germany
Net EU contribution
€ 527 500,00
Address
Trippstadter Strasse 122
67663 Kaiserslautern

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Region
Rheinland-Pfalz Rheinhessen-Pfalz Kaiserslautern, Kreisfreie Stadt
Activity type
Research Organisations
Other funding
€ 0,00
EKSO SRL
Italy
Net EU contribution
€ 491 000,00
Address
Zona Industriale Industriale C. Da Tabuna
97100 Ragusa Rg

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SME

The organization defined itself as SME (small and medium-sized enterprise) at the time the Grant Agreement was signed.

Yes
Region
Isole Sicilia Ragusa
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
€ 0,00

Partners (1)

IMPERIAL COLLEGE OF SCIENCE TECHNOLOGY AND MEDICINE
United Kingdom
Net EU contribution
€ 0,00
Address
South Kensington Campus Exhibition Road
SW7 2AZ London

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Region
London Inner London — West Westminster
Activity type
Higher or Secondary Education Establishments
Other funding
No data