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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

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

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

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

Ecosystem Development Report

Describe progress-to-date 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.

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

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 collected user requirements

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

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

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Publications

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
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

Teaching the Old Dog New Tricks:Supervised Learning with Constraints

Author(s): Detassis Fabrizio; Lombardi Michele; Milano Michela
Published in: Issue 5, 2020
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
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
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
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

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

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

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
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
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
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
DOI: 10.21437/interspeech.2019-1954

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
DOI: 10.5281/zenodo.4050563

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
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
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
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

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
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
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
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
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
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
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
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
DOI: 10.1587/transinf.2019edp7167