Commonsense and Anticipation enriched Learning of Continuous representations sUpporting Language UnderStanding

How Relevant is Selective Memory Population in Lifelong Language Learning?

Author(s): Araujo, Vladimir; Balabin, Helena; Hurtado, Julio; Soto, Alvaro; Moens, Marie-Francine
Published in: Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, Issue Volume 2: Short Papers, 2022, Page(s) 154–160, ISBN 978-1-955917-64-3
Publisher: ACL

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

Author(s): Deruyttere, Thierry; Collell Talleda, Guillem; Moens, Marie Francine
Published in: AAAI - RCQA workshop, 2020 Proceedings of the 34th AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence, Issue 1, 2020, Page(s) 1-37
Publisher: AAAI
DOI: 10.48550/arxiv.2003.08717

Online Bias Correction for Task-Free Continual Learning

Author(s): Chrysakis, Aristotelis; Moens, Marie-Francine
Published in: The Eleventh International Conference on Learning Representations, 2023
Publisher: OpenReview

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, Issue 2020, 2020, Page(s) 6916-6930
Publisher: International Committee on Computational Linguistics
DOI: 10.18653/v1/2020.coling-main.610

Are scene graphs good enough to improve Image Captioning?

Author(s): Milewski, Victor Siemen Janusz; Moens, Marie-Francine; Calixto, Iacer
Published in: Proceedings of the 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing, Issue Vol. abs/2009.12313, 2020, Page(s) 504 - 515, ISBN 978-1-952148-91-0
Publisher: ACL
DOI: 10.48550/arxiv.2009.12313

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

Finding Structural Knowledge in Multimodal BERT

Author(s): Milewski, Victor; de Lhoneux, Miryam; Moens, Marie-Francine
Published in: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics, Issue Volume 1: Long Papers, 2022, Page(s) 5658 - 5671, ISBN 978-1-955917-20-9
Publisher: ACL
DOI: 10.18653/v1/2022.acl-long.388

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), Issue 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

Simulating Task-Free Continual Learning Streams From Existing Datasets

Author(s): Chrysakis, Aristotelis; Moens, Marie-Francine
Published in: Proceedings of Computer Vision and Pattern Recognition (CVPR 2023),, 2023
Publisher: The Computer Vision Foundation (Conference Proceeding)

Structured (De)compositional Representations Trained with Neural Networks

Author(s): Spinks, Graham; Moens, Marie-Francine
Published in: Proceedings of the 9th IAPR TC3 Workshop on Artificial Neural Networks in Pattern Recognition, Issue 2007.03325, 2020, Page(s) 39 - 51, ISBN 978-3-030-58309-5
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-58309-5_3

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), Issue 1952--1961, 2020
Publisher: PMLR

Convolutional generation of textured 3D meshes

Author(s): Pavllo, D.; Spinks, G.; Hofmann, T.; Moens, M. -F; Aurelien Lucchi
Published in: Advances in Neural Information Processing Systems, Issue 33, 2020, Page(s) 870 - 882, ISBN 9781713829546
Publisher: Curran Associates
DOI: 10.48550/arxiv.2006.07660

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

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, Issue 28, 2020, Page(s) 2710-2719, ISSN 2329-9290
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/taslp.2020.3027201

Discrete and Continuous Representations and Processing in Deep Learning: Looking Forward

Author(s): Cartuyvels, Ruben; Spinks, Graham; Moens, Marie-Francine
Published in: AI Open, Issue 2, 2021, Page(s) 143 - 159, ISSN 2666-6510
Publisher: Elsevier
DOI: 10.1016/j.aiopen.2021.07.002

Learning Sentence-Level Representations with Predictive Coding

Author(s): Vladimir Araujo; Marie-Francine Moens; Alvaro Soto
Published in: Machine Learning and Knowledge Extraction, Issue 5(1), 2023, Page(s) 59-77, ISSN 2504-4990
Publisher: MDPI AG
DOI: 10.3390/make5010005

Probing Spatial Clues: Canonical Spatial Templates for Object Relationship Understanding

Author(s): Guillem Collell; Thierry Deruyttere; Marie-Francine Moens
Published in: IEEE Access, Vol 9, Pp 134298-134318 (2021), Issue 1, 2021, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3113781

Structured (De)composable Representations Trained with Neural Networks

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

Giving commands to a self-driving car: How to deal with uncertain situations?

Author(s): Thierry Deruyttere; Victor Milewski; Marie-Francine Moens
Published in: Engineering Applications of Artificial Intelligence, Issue 103, 2021, Page(s) 104257, ISSN 1873-6769
Publisher: Elsevier
DOI: 10.48550/arxiv.2106.04232

Justifying diagnosis decisions by deep neural networks

Author(s): Graham Spinks, Marie-Francine Moens
Published in: Journal of Biomedical Informatics, Issue 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, Issue 66, 2019, Page(s) 341-380, ISSN 1076-9757
Publisher: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.11727

Critical Analysis of Deconfounded Pretraining to Improve Visio-Linguistic Models

Author(s): Cornille, Nathan; Laenen, Katrien; Moens, Marie-Francine
Published in: Frontiers in Artificial Intelligence, Issue 5, 2022, ISSN 2624-8212
Publisher: Springer Nature
DOI: 10.3389/frai.2022.736791

Zero-Shot Recommendation as Language Modeling

Author(s): Damien Sileo, Wout Vossen, and Robbe Raymaekers
Published in: Lecture Notes in Computer Science, Issue 13186, 2022, Page(s) 223–230, ISSN 1611-3349
Publisher: Springer
DOI: 10.1007/978-3-030-99739-7_26

How Do Simple Transformations of Text and Image Features Impact Cosine-Based Semantic Match

Author(s): Collell, Guillem; Moens, Marie Francine
Published in: Lecture Notes in Computer Science; 2021; Vol. ; pp., Issue 12656, 2021, Page(s) 98 - 114, ISSN 0302-9743
Publisher: Springer Verlag
DOI: 10.1007/978-3-030-72113-8_7

When Do Discourse Markers Affect Computational Sentence Understanding?

Author(s): Li, Ruiqi; Allein, Liesbeth; Sileo, Damien; Moens, Marie-Francine
Published in: Discourse Markers in Interaction: From Production to Comprehension, Issue 376, 2022, Page(s) 159 - 190, ISBN 9783110790177
Publisher: De Gruyter
DOI: 10.1515/9783110790351-007

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