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Commonsense and Anticipation enriched Learning of Continuous representations sUpporting Language UnderStanding

Publications

Towards Extracting Absolute Event Timelines From English Clinical Reports

Author(s): Artuur Leeuwenberg, Marie-Francine Moens
Published in: IEEE/ACM Transactions on Audio, Speech, and Language Processing, 28, 2020, Page(s) 2710-2719, ISSN 2329-9290
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/taslp.2020.3027201

Structured (De)composable Representations Trained with Neural Networks

Author(s): Graham Spinks, Marie-Francine Moens
Published in: Computers, 9/4, 2020, Page(s) 79, ISSN 2073-431X
Publisher: MDPI
DOI: 10.3390/computers9040079

Justifying diagnosis decisions by deep neural networks

Author(s): Graham Spinks, Marie-Francine Moens
Published in: Journal of Biomedical Informatics, 96, 2019, Page(s) 103248, ISSN 1532-0464
Publisher: Academic Press
DOI: 10.1016/j.jbi.2019.103248

A Survey on Temporal Reasoning for Temporal Information Extraction from Text

Author(s): Artuur Leeuwenberg, Marie-Francine Moens
Published in: Journal of Artificial Intelligence Research, 66, 2019, Page(s) 341-380, ISSN 1076-9757
Publisher: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.11727

Autoregressive Reasoning over Chains of Facts with Transformers

Author(s): Ruben Cartuyvels, Graham Spinks, Marie-Francine Moens
Published in: Proceedings of the 28th International Conference on Computational Linguistics, 2020, 2020, Page(s) 6916-6930
Publisher: International Committee on Computational Linguistics
DOI: 10.18653/v1/2020.coling-main.610

Convolutional Generation of Textured 3D Meshes

Author(s): Dario Pavllo, Graham Spinks, Thomas Hofmann, Marie-Francine Moens, Aurelien Lucchi
Published in: Proceedings of the Thirty-fourth Conference on Neural Information Processing Systems, 2020
Publisher: NeurIPS

Visual Grounding Strategies for Text-Only Natural Language Processing

Author(s): Damien Sileo
Published in: Proceedings of the Third Workshop Beyond Vision and LANguage: inTEgrating Real-world kNowledge, 2021
Publisher: ACL

Are Scene Graphs Good Enough to Improve Image Captioning?

Author(s): Victor Milewski, Iacer Calixto, Marie-Francine Moens
Published in: Proceedings of the 10th International Joint Conference on Natural Language Processing (AACL-IJCNLP 2020), 2020
Publisher: ACL

Giving Commands to a Self-driving Car: A Multimodal Reasoner for Visual Grounding

Author(s): Deruyttere, Thierry & Moens, Marie-Francine
Published in: Proceedings of AAAI 2020 Reasoning for Complex Question Answering Workshop, 2020
Publisher: AAAI

Learning Grammar in Confined Worlds

Author(s): Spinks, Graham, Cartuyvels Ruben, Moens, Marie-Francine
Published in: Proceedings of the International Workshop on Spoken Dialog System Technology (IWSDS 2020), 2020, 2019
Publisher: Springer

Improving representation learning with Pervasive Internal Regression (PIR)

Author(s): Cornille, Nathan, Moens, Marie-Francine
Published in: From Neuroscience to Artificially Intelligent Systems, Date: 2020/11/08 - 2020/11/12, Location: Cold Spring Harbor Laboratory, New York, USA, 2020
Publisher: Cold Spring Harbor Laboratory press

Improving Natural Language Understanding through Anticipation-Enriched Representations

Author(s): Cornille, Nathan, Moens, Marie-Francine
Published in: Modern trends in cognitive architectures and systems: From theory to implementation in natural and artificial agents, 2019
Publisher: Human Brain Project

Online Continual Learning from Imbalanced Data

Author(s): Aristotelis Chrysakis, Marie-Francine Moens
Published in: Proceedings of the 37th International Conference on Machine Learning (ICML), 1952--1961, 2020
Publisher: PMLR

A Survey on Temporal Reasoning for Temporal Information Extraction from Text (Extended Abstract)

Author(s): Artuur Leeuwenberg, Marie-Francine Moens
Published in: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020, Page(s) 5085-5089, ISBN 978-0-9992411-6-5
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2020/712