Commonsense and Anticipation enriched Learning of Continuous representations sUpporting Language UnderStanding

How Relevant is Selective Memory Population in Lifelong Language Learning?

Autori: Araujo, Vladimir; Balabin, Helena; Hurtado, Julio; Soto, Alvaro; Moens, Marie-Francine
Pubblicato 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, Numero Volume 2: Short Papers, 2022, Pagina/e 154–160, ISBN 978-1-955917-64-3
Editore: ACL

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

Autori: Deruyttere, Thierry; Collell Talleda, Guillem; Moens, Marie Francine
Pubblicato in: AAAI - RCQA workshop, 2020 Proceedings of the 34th AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence, Numero 1, 2020, Pagina/e 1-37
Editore: AAAI
DOI: 10.48550/arxiv.2003.08717

Online Bias Correction for Task-Free Continual Learning

Autori: Chrysakis, Aristotelis; Moens, Marie-Francine
Pubblicato in: The Eleventh International Conference on Learning Representations, 2023
Editore: OpenReview

Autoregressive Reasoning over Chains of Facts with Transformers

Autori: Ruben Cartuyvels, Graham Spinks, Marie-Francine Moens
Pubblicato in: Proceedings of the 28th International Conference on Computational Linguistics, Numero 2020, 2020, Pagina/e 6916-6930
Editore: International Committee on Computational Linguistics
DOI: 10.18653/v1/2020.coling-main.610

Are scene graphs good enough to improve Image Captioning?

Autori: Milewski, Victor Siemen Janusz; Moens, Marie-Francine; Calixto, Iacer
Pubblicato 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, Numero Vol. abs/2009.12313, 2020, Pagina/e 504 - 515, ISBN 978-1-952148-91-0
Editore: ACL
DOI: 10.48550/arxiv.2009.12313

Visual Grounding Strategies for Text-Only Natural Language Processing

Autori: Damien Sileo
Pubblicato in: Proceedings of the Third Workshop Beyond Vision and LANguage: inTEgrating Real-world kNowledge, 2021
Editore: ACL

Finding Structural Knowledge in Multimodal BERT

Autori: Milewski, Victor; de Lhoneux, Miryam; Moens, Marie-Francine
Pubblicato in: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics, Numero Volume 1: Long Papers, 2022, Pagina/e 5658 - 5671, ISBN 978-1-955917-20-9
Editore: ACL
DOI: 10.18653/v1/2022.acl-long.388

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

Autori: Deruyttere, Thierry & Moens, Marie-Francine
Pubblicato in: Proceedings of AAAI 2020 Reasoning for Complex Question Answering Workshop, 2020
Editore: AAAI

Learning Grammar in Confined Worlds

Autori: Spinks, Graham, Cartuyvels Ruben, Moens, Marie-Francine
Pubblicato in: Proceedings of the International Workshop on Spoken Dialog System Technology (IWSDS 2020), Numero 2020, 2019
Editore: Springer

Improving representation learning with Pervasive Internal Regression (PIR)

Autori: Cornille, Nathan, Moens, Marie-Francine
Pubblicato in: From Neuroscience to Artificially Intelligent Systems, Date: 2020/11/08 - 2020/11/12, Location: Cold Spring Harbor Laboratory, New York, USA, 2020
Editore: Cold Spring Harbor Laboratory press

Improving Natural Language Understanding through Anticipation-Enriched Representations

Autori: Cornille, Nathan, Moens, Marie-Francine
Pubblicato in: Modern trends in cognitive architectures and systems: From theory to implementation in natural and artificial agents, 2019
Editore: Human Brain Project

Simulating Task-Free Continual Learning Streams From Existing Datasets

Autori: Chrysakis, Aristotelis; Moens, Marie-Francine
Pubblicato in: Proceedings of Computer Vision and Pattern Recognition (CVPR 2023),, 2023
Editore: The Computer Vision Foundation (Conference Proceeding)

Structured (De)compositional Representations Trained with Neural Networks

Autori: Spinks, Graham; Moens, Marie-Francine
Pubblicato in: Proceedings of the 9th IAPR TC3 Workshop on Artificial Neural Networks in Pattern Recognition, Numero 2007.03325, 2020, Pagina/e 39 - 51, ISBN 978-3-030-58309-5
Editore: Springer International Publishing
DOI: 10.1007/978-3-030-58309-5_3

Online Continual Learning from Imbalanced Data

Autori: Aristotelis Chrysakis, Marie-Francine Moens
Pubblicato in: Proceedings of the 37th International Conference on Machine Learning (ICML), Numero 1952--1961, 2020
Editore: PMLR

Convolutional generation of textured 3D meshes

Autori: Pavllo, D.; Spinks, G.; Hofmann, T.; Moens, M. -F; Aurelien Lucchi
Pubblicato in: Advances in Neural Information Processing Systems, Numero 33, 2020, Pagina/e 870 - 882, ISBN 9781713829546
Editore: Curran Associates
DOI: 10.48550/arxiv.2006.07660

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

Autori: Artuur Leeuwenberg, Marie-Francine Moens
Pubblicato in: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020, Pagina/e 5085-5089, ISBN 978-0-9992411-6-5
Editore: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2020/712

Towards Extracting Absolute Event Timelines From English Clinical Reports

Autori: Artuur Leeuwenberg, Marie-Francine Moens
Pubblicato in: IEEE/ACM Transactions on Audio, Speech, and Language Processing, Numero 28, 2020, Pagina/e 2710-2719, ISSN 2329-9290
Editore: IEEE Advancing Technology for Humanity
DOI: 10.1109/taslp.2020.3027201

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

Autori: Cartuyvels, Ruben; Spinks, Graham; Moens, Marie-Francine
Pubblicato in: AI Open, Numero 2, 2021, Pagina/e 143 - 159, ISSN 2666-6510
Editore: Elsevier
DOI: 10.1016/j.aiopen.2021.07.002

Learning Sentence-Level Representations with Predictive Coding

Autori: Vladimir Araujo; Marie-Francine Moens; Alvaro Soto
Pubblicato in: Machine Learning and Knowledge Extraction, Numero 5(1), 2023, Pagina/e 59-77, ISSN 2504-4990
Editore: MDPI AG
DOI: 10.3390/make5010005

Probing Spatial Clues: Canonical Spatial Templates for Object Relationship Understanding

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

Structured (De)composable Representations Trained with Neural Networks

Autori: Graham Spinks, Marie-Francine Moens
Pubblicato in: Computers, Numero 9/4, 2020, Pagina/e 79, ISSN 2073-431X
Editore: MDPI
DOI: 10.3390/computers9040079

Layout-Aware Dreamer for Embodied Visual Referring Expression Grounding

Autori: Mingxiao Li, Zehao Wang, Tinne Tuytelaars, Marie-Francine Moens
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, Numero 37, 2023, Pagina/e 1386-1395, ISSN 2374-3468
Editore: MIT Press
DOI: 10.1609/aaai.v37i1.25223

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

Autori: Thierry Deruyttere; Victor Milewski; Marie-Francine Moens
Pubblicato in: Engineering Applications of Artificial Intelligence, Numero 103, 2021, Pagina/e 104257, ISSN 1873-6769
Editore: Elsevier
DOI: 10.48550/arxiv.2106.04232

Justifying diagnosis decisions by deep neural networks

Autori: Graham Spinks, Marie-Francine Moens
Pubblicato in: Journal of Biomedical Informatics, Numero 96, 2019, Pagina/e 103248, ISSN 1532-0464
Editore: Academic Press
DOI: 10.1016/j.jbi.2019.103248

A Survey on Temporal Reasoning for Temporal Information Extraction from Text

Autori: Artuur Leeuwenberg, Marie-Francine Moens
Pubblicato in: Journal of Artificial Intelligence Research, Numero 66, 2019, Pagina/e 341-380, ISSN 1076-9757
Editore: Morgan Kaufmann Publishers, Inc.
DOI: 10.1613/jair.1.11727

Critical Analysis of Deconfounded Pretraining to Improve Visio-Linguistic Models

Autori: Cornille, Nathan; Laenen, Katrien; Moens, Marie-Francine
Pubblicato in: Frontiers in Artificial Intelligence, Numero 5, 2022, ISSN 2624-8212
Editore: Springer Nature
DOI: 10.3389/frai.2022.736791

Zero-Shot Recommendation as Language Modeling

Autori: Damien Sileo, Wout Vossen, and Robbe Raymaekers
Pubblicato in: Lecture Notes in Computer Science, Numero 13186, 2022, Pagina/e 223–230, ISSN 1611-3349
Editore: Springer
DOI: 10.1007/978-3-030-99739-7_26

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

Autori: Collell, Guillem; Moens, Marie Francine
Pubblicato in: Lecture Notes in Computer Science; 2021; Vol. ; pp., Numero 12656, 2021, Pagina/e 98 - 114, ISSN 0302-9743
Editore: Springer Verlag
DOI: 10.1007/978-3-030-72113-8_7

When Do Discourse Markers Affect Computational Sentence Understanding?

Autori: Li, Ruiqi; Allein, Liesbeth; Sileo, Damien; Moens, Marie-Francine
Pubblicato in: Discourse Markers in Interaction: From Production to Comprehension, Numero 376, 2022, Pagina/e 159 - 190, ISBN 9783110790177
Editore: De Gruyter
DOI: 10.1515/9783110790351-007

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