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CORDIS

A European AI On Demand Platform and Ecosystem

Deliverables

Report on Content management and editing practices for the AI4EU platform

This deliverable will detail the content management activities and practices executed on the portal part of the AI4EU platform

Ecosystem Activity Report

A comprehensive report on all ecosystem activities carried out within the project outcome reports for each event and meetup and performance against ecosystem KPIs

Pilots Execution Plan (PEP)

This deliverable contains the plan for the execution of the eight pilots. It will contain one dedicated chapter per pilot experiment

The AI4EU AI observatory as a service

Report on activities and results regarding the AI4EU AI observatory as a service

Ethical observatory report

Report on the Ethical Observatory activities and outcomes

Trial execution environments report

This deliverable aims at describing the trial execution environments setup for Industrial Uses Cases

Interoperability design and implementation choices reference document

This deliverable will describe requirements to link different AI resources coming from different technical environments including external platform, and describe mechanisms to allow a concrete interoperability of resources for integration into trials and prototypes

Community Events Programme report

This deliverable will detail the programmed events organisation and outcomes

Report on the Industrial Alliance for AI - Creation and activities

This deliverable will detail the Industrial Alliance setup and actions

Platform architecture, implementation & day to day operations Manual

This deliverable will describe in detail the initial architecture of the platform, the implementation choices and the necessary day to day operations

Final version of the SRIA

This deliverable shows the final of Europes SRIA

ELSEC for EU

Report of ELSECAI activities in the EU working groups green papers

Manual on platform knowledge modelling

This deliverable will describe the graphbased data model and related ontologies at the core of the AI dedicated search engine T23

Ecosystem Development Report

Describe progresstodate on the development of the AI4EU ecosystem including community content on the platform national contact point network online and physical events programmes education and human capital development and dissemination

Second version of the SRIA

This deliverable contains the second version of the SRIA

Ethical Observatory description of functions, oversight powers, specific agenda and interactions with other groups

This deliverable will detail the Observatory functions, oversight powers, specific agenda and interactions with other groups within the platform and its managed interactions with other EU groups.

AI4EU Value-based Design Methodology

Definition and rationale of the proposed AI4EU design methodology and definition of verification and validation procedures

Cumulative report on Education and training activities

This deliverable will report on the AI related education and training activities and its results and will provide recommendation for the extension of these activities

Outcomes from the strategic orientation workshop

This deliverable will describe the outcome from the inclusive workshop held at M4. It will include a survey of the existing methods for the five AI4EU research areas (outcomes of RA-7.{1,2,3,4,5}.a); a presentation of the application needs, technology gaps, and selected examples in each area (outcomes of RA-7.{1,2,3,4,5}.b); and an initial analysis of the foundational gaps in each area (outcomes of RA-7.6.{a,b,c,d,e,f,g})

Establishment of the European AI4EU Association report and status of the association

This deliverable will detail the AI4EU Association set-up, legal status and initial activities

Cumulative report on AI4EU café

This deliverable will detail the AI4EU Caf activities and feedback

Platform Management and Governance Status Report

Describes the main user requirements management enrichment process and governance model including IPR issues

Pilots Evaluation Report (PER)

This deliverable summarized and describes the results of the eight Pilots and provide findings on the platform use for pilot developments

Platform Management, AI-Resource Publication and Enrichment Manual

Describes the operation of the Platform including frontend quality process to integrate new AI resources to maintain the processes and support a followup project

The AI Vision for Europe: a draft Strategic research and innovation Agenda

This deliverable contains the AI Vision for Europe and a very first draft of the SRIA

Report on Community tools implementation and operations manual

This deliverable will document the community tools implemented in the platform, their implementation choices and their maintenance operations

Report on the Communication and Dissemination activities

This deliverable will report on the on the Communication and Dissemination activities and will provide recommendation for the extension of these activities

Data for AI Report

This report will describe how existing European Open Data is integrated into the AI4EU platform to facilitate the development of new AI services

Report on collected user requirements

This deliverable will detail the collected requirements provided by the users and stakeholders and synthetize them

Platform architecture, implementation & day to day operations Manual update

Deliverable D2.5 will be merged with the updated version of D2.1, due in M36. This final update, under the name of D2.5, will reflect the new platform architecture aligned with the distributed development model, and will include chapters on AI resource catalogue and design studio (Acumos), which from M24 onwards are developed in WP3. The new D2.5 will be submitted in M36.

Community Portal

This deliverable is the initial version of the AI4EU community portal software which will first integrate the official website of the project and then provide the different functionalities described in task 2.2

Search and Discovery engine

This deliverable is the search and discovery component (developed in task 2.3) of the AI4EU platform allowing to retrieve different kind of content related to European AI resources

Useful and usable tools for human-centered AI

This deliverable will provide a set of advanced AI components delivered to the AI4EU platform, based on the technologies delivered in D7.2, that emphasize usability by packaging them in standard formats (e.g., Docker containers) with suitable documentation and/or use cases. These will be the final outcomes of the research activities in tasks 7.1-7.5. It will also provide documented examples of integrated AI systems, available on the platform, developed in task 7.8. Finally, it will provide the final version of the foundational framework developed in task 7.6

New focused technologies for human-centred AI

This deliverable will provide a set of new AI technologies for the research problems addressed in tasks 7.1-7-5, together with guidelines on the steps needed to generalize them and a list of open issues to be fed into the SRIA (interim outcomes of the research activities in tasks 7.1-7.5). It will also provide an interim version of the foundational framework developed in task 7.6

Publications

Human-Robot Artistic Co-Creation: a Study in Improvised Robot Dance

Author(s): Oscar Thorn, Peter Knudsen, Alessandro Saffiotti
Published in: 2020 29th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2020, Page(s) 845-850, ISBN 978-1-7281-6075-7
Publisher: IEEE
DOI: 10.1109/ro-man47096.2020.9223446

Robust collaborative collision avoidance between robots with nearly symmetric crossing trajectories

Author(s): Grimaldo Silva, Khansa Rekik, James L. Crowley
Published in: Silva, G., Rekik, K., & Crowley, J. Robust collaborative collision avoidance between robots with nearly symmetric crossing trajectories. In 2021 European Conference on Mobile Robots (ECMR-2021), Issue 2021, 2021, Page(s) 1-6
Publisher: IEEE

Learning Normative Behaviors through Abstraction

Author(s): Tomic, Stevan; Pecora, Federico; Saffiotti, Alessandro
Published in: Procs of the 24th European Conference on Artificial Intelligence, Issue August 2020, 2020, ISBN 978-1-64368-101-6
Publisher: IOS Press
DOI: 10.5281/zenodo.3949740

A new OWLAPI interface for HEX-Programs applied to Explaining Contingencies in Production Planning

Author(s): Peter Schüller
Published in: New Foundations for Human-Centered AI, Workshop at ECAI 2020, 2020
Publisher: CEUR-WS.org

Teaching the Old Dog New Tricks:Supervised Learning with Constraints

Author(s): Detassis Fabrizio; Lombardi Michele; Milano Michela
Published in: Issue 5, 2020
Publisher: CEUR WS Team
DOI: 10.5281/zenodo.3943766

An Analysis of Regularized Approaches for Constrained Machine Learning

Author(s): Lombardi Michele; Baldo Federico; Borghesi Andrea; Milano Michela
Published in: Issue 2, 2020
Publisher: Springer
DOI: 10.5281/zenodo.3944312

Injecting Domain Knowledge in Neural Networks:a Controlled Experiment on a Constrained Problem

Author(s): Silvestri Mattia; Lombardi Michele; Milano Michela
Published in: Issue 11, 2020
Publisher: CEUR WS
DOI: 10.5281/zenodo.3943742

Foundations for Restraining Bolts: Reinforcement Learning with LTLf/LDLf Restraining Specifications

Author(s): Giuseppe De Giacomo; Luca Iocchi; Marco Favorito; Fabio Patrizi
Published in: Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS), Issue 10, 2019
Publisher: AAAI
DOI: 10.5281/zenodo.3944780

Automatic Generation of Typicality Measures for Spatial Language in Grounded Settings

Author(s): Adam Richard-Bollans, Brandon Bennett, Anthony Cohn
Published in: 24th European Conference on Artificial Intelligence, 2020
Publisher: European Association for Artificial Intelligence

Human-like Planning for Reaching in Cluttered Environments

Author(s): Mohamed Hasan, Matthew Warburton, Wisdom C Agboh, Mehmet R Dogar, Matteo Leonetti, He Wang, Faisal Mushtaq, Mark Mon-Williams, Anthony G Cohn
Published in: International Conference on Robotics and Automation (ICRA), 2020
Publisher: IEEE

Modelling the Polysemy of Spatial Prepositions in Referring Expressions

Author(s): Adam Richard-Bollans, Lucia Gomez Alvarez, Anthony G. Cohn
Published in: Proceedings of 17th International Conference on Principles of Knowledge Representation and Reasoning., 2020
Publisher: AAAI Publications

A Logic of Directions

Author(s): Heshan Du, Natasha Alechina, Anthony G. Cohn
Published in: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020, Page(s) 1695-1702, ISBN 978-0-9992411-6-5
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2020/235

Testing Deep Neural Networks on the Same-Different Task

Author(s): Nicola Messina, Giuseppe Amato, Fabio Carrara, Fabrizio Falchi, Claudio Gennaro
Published in: 2019 International Conference on Content-Based Multimedia Indexing (CBMI), 2019, Page(s) 1-6, ISBN 978-1-7281-4673-7
Publisher: IEEE
DOI: 10.1109/cbmi.2019.8877412

Learning Safety Equipment Detection using Virtual Worlds

Author(s): Marco di Benedetto, Enrico Meloni, Giuseppe Amato, Fabrizio Falchi, Claudio Gennaro
Published in: 2019 International Conference on Content-Based Multimedia Indexing (CBMI), 2019, Page(s) 1-6, ISBN 978-1-7281-4673-7
Publisher: IEEE
DOI: 10.1109/cbmi.2019.8877466

Transformer Based Grapheme-to-Phoneme Conversion

Author(s): Sevinj Yolchuyeva, Géza Németh, Bálint Gyires-Tóth
Published in: Interspeech 2019, Issue Annual, 2019, Page(s) 2095-2099
Publisher: ISCA
DOI: 10.21437/interspeech.2019-1954

A Self-certifiable Architecture for Critical Systems Powered by Probabilistic Logic Artificial Intelligence

Author(s): Jacques Robin, Raul Mazo, Henrique Madeira, Raul Barbosa, Daniel Diaz and Salvador Abreu
Published in: Lecture Notes in Computer Science, Issue 11699, 2019, Page(s) 391-397
Publisher: Springer
DOI: 10.1007/978-3-030-26250-1_32

Color-based Fusion of MRI Modalities for Brain Tumor Segmentation

Author(s): "Nachwa Aboubakr, Mihaela Popova, and James L. Crowley. """
Published in: MICAD 2021 - 2nd International Conference on Medical Imaging and Computer-Aided Diagnosis, Issue 2021, 2021, Page(s) 89-97
Publisher: Springer,

On human-AI collaboration in artistic performance

Author(s): Saffiotti, Alessandro; Fogel, Peter; Knudsen, Peter; De Miranda, Luis; Thorn, Oscar
Published in: 1st International Workshop on New Foundations for Human-Centered AI, Issue 4 September 2020, 2020
Publisher: CEUR Workshop Proceedings
DOI: 10.5281/zenodo.4050563

Composing Complex and Hybrid AI Solutions

Author(s): Peter Schüller, João Paolo Costeira, James Crowley, Jasmin Grosinger, Félix Ingrand, Uwe Köckemann, Alessandro Saffiotti, Martin Welss
Published in: 2022
Publisher: Cornell University
DOI: 10.48550/arxiv.2202.12566

A Hierarchical Model for Data-to-Text Generation

Author(s): Clément Rebuffel, Laure Soulier, Geoffrey Scoutheeten, Patrick Gallinari
Published in: Advances in Information Retrieval - 42nd European Conference on IR Research, ECIR 2020, Lisbon, Portugal, April 14–17, 2020, Proceedings, Part I, Issue 12035, 2020, Page(s) 65-80, ISBN 978-3-030-45438-8
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-45439-5_5

The Hexlite Solver - Lightweight and Efficient Evaluation of HEX Programs

Author(s): Peter Schüller
Published in: Logics in Artificial Intelligence - 16th European Conference, JELIA 2019, Rende, Italy, May 7–11, 2019, Proceedings, Issue 11468, 2019, Page(s) 593-607, ISBN 978-3-030-19569-4
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-19570-0_39

LioNets: Local Interpretation of Neural Networks Through Penultimate Layer Decoding

Author(s): Ioannis Mollas, Nikolaos Bassiliades, Grigorios Tsoumakas
Published in: Machine Learning and Knowledge Discovery in Databases - International Workshops of ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part I, Issue 1167, 2020, Page(s) 265-276, ISBN 978-3-030-43822-7
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-43823-4_23

Automated Commonsense Spatial Reasoning: Still a Huge Challenge

Author(s): Brandon Bennett and Anthony G Cohn
Published in: Human-Like Machine Intelligence, 2020
Publisher: Oxford University Press

Evaluation of Continuous Image Features Learned by ODE Nets

Author(s): Fabio Carrara, Giuseppe Amato, Fabrizio Falchi, Claudio Gennaro
Published in: Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Trento, Italy, September 9–13, 2019, Proceedings, Part I, Issue 11751, 2019, Page(s) 432-442, ISBN 978-3-030-30641-0
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-30642-7_39

Hebbian Learning Meets Deep Convolutional Neural Networks

Author(s): Giuseppe Amato, Fabio Carrara, Fabrizio Falchi, Claudio Gennaro, Gabriele Lagani
Published in: Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Trento, Italy, September 9–13, 2019, Proceedings, Part I, Issue 11751, 2019, Page(s) 324-334, ISBN 978-3-030-30641-0
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-30642-7_29

Learning Pedestrian Detection from Virtual Worlds

Author(s): Giuseppe Amato, Luca Ciampi, Fabrizio Falchi, Claudio Gennaro, Nicola Messina
Published in: Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Trento, Italy, September 9–13, 2019, Proceedings, Part I, Issue 11751, 2019, Page(s) 302-312, ISBN 978-3-030-30641-0
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-30642-7_27

Partial Compilation of ASP Programs

Author(s): BERNARDO CUTERI, CARMINE DODARO, FRANCESCO RICCA, PETER SCHÜLLER
Published in: Theory and Practice of Logic Programming, Issue 19/5-6, 2019, Page(s) 857-873, ISSN 1471-0684
Publisher: Cambridge University Press
DOI: 10.1017/s1471068419000231

Online Replanning with Human-in-The-Loop for Non-Prehensile Manipulation in Clutter — A Trajectory Optimization based Approach

Author(s): Rafael Papallas, Anthony G. Cohn, Mehmet R. Dogar
Published in: IEEE Robotics and Automation Letters, 2020, Page(s) 1-1, ISSN 2377-3766
Publisher: IEEE
DOI: 10.1109/lra.2020.3006826

Large-scale instance-level image retrieval

Author(s): Giuseppe Amato, Fabio Carrara, Fabrizio Falchi, Claudio Gennaro, Lucia Vadicamo
Published in: Information Processing & Management, 2019, Page(s) 102100, ISSN 0306-4573
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.ipm.2019.102100

Learning visual features for relational CBIR

Author(s): Nicola Messina, Giuseppe Amato, Fabio Carrara, Fabrizio Falchi, Claudio Gennaro
Published in: International Journal of Multimedia Information Retrieval, Issue 9/2, 2020, Page(s) 113-124, ISSN 2192-6611
Publisher: Springer-Verlag
DOI: 10.1007/s13735-019-00178-7

Continuous Noise Masking Based Vocoder for Statistical Parametric Speech Synthesis

Author(s): Mohammed Salah AL-RADHI, Tamás Gábor CSAPÓ, Géza NÉMETH
Published in: IEICE Transactions on Information and Systems, Issue E103.D/5, 2020, Page(s) 1099-1107, ISSN 0916-8532
Publisher: Oxford University Press
DOI: 10.1587/transinf.2019edp7167

Combining Task and Motion Planning: Challenges and Guidelines

Author(s): Masoumeh Mansouri, Federico Pecora, Peter Schüller
Published in: Frontiers in Robotics and AI, Issue 8, 2021, ISSN 2296-9144
Publisher: Frontiers
DOI: 10.3389/frobt.2021.637888

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