Commonsense and Anticipation enriched Learning of Continuous representations sUpporting Language UnderStanding

Analysis and Prediction of NLP Models Via Task Embeddings

Author(s): Sileo, Damien ; Moens, Marie-Francine
Published in: Proceedings of the 13th Conference on Language Resources and Evaluation, 2022, Page(s) 633–647, ISBN 979-10-95546-88-7
Publisher: ELRA
DOI: 10.48550/arxiv.2112.05647

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

Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Model

Author(s): Vladimir Araujo, Marie-Francine Moens, Tinne Tuytelaars
Published in: Findings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024), 2024
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

ERC Advanced Grant Project CALCULUS: Extending the Boundary of Machine Translation

Author(s): Jingyuan Sun, Mingxiao Li, Ruben Cartuyvels, Marie-Francine Moens
Published in: Proceedings of the 25th Annual Conference of the European Association for Machine Translation (Volume 2), 2024, Page(s) 16–17
Publisher: ACL

Anti-Overestimation Dialogue Policy Learning for Task-Completion Dialogue System

Author(s): Chang Tian, Wenpeng Yin, Marie-Francine Moens
Published in: Findings of the Association for Computational Linguistics: NAACL 2022, 2022, Page(s) 565 - 577
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2022.findings-naacl.43

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

Learning to Plan for Language Modeling from Unlabeled Data

Author(s): Nathan Cornille, Marie-Francine Moens, Florian Mai
Published in: Proceedings of the Conference on Language Modeling, 2024
Publisher: OpenReview

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

Fine-tuned vs. Prompt-tuned Supervised Representations: Which Better Account for Brain Language Representations?

Author(s): Jingyuan Sun, Marie-Francine Moens
Published in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023, Page(s) 5197-5205
Publisher: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2023/577

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

A Memory Model for Question Answering from Streaming Data Supported by Rehearsal and Anticipation of Coreference Information

Author(s): Vladimir Araujo, Alvaro Soto, Marie-Francine Moens
Published in: Findings of the Association for Computational Linguistics: ACL 2023, 2023, Page(s) 13124-13138
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2023.findings-acl.830

Sequence-to-Sequence Spanish Pre-trained Language Models

Author(s): Vladimir Araujo, Maria Mihaela Trusca, Rodrigo Tufiño, Marie-Francine Moens
Published in: Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), 2024
Publisher: ACL

Decoding Language Spatial Relations to 2D Spatial Arrangements

Author(s): Radevski, Gorjan; Collell, Guillem; Moens, Marie-Francine; Tuytelaars, Tinne
Published in: Findings of the Association for Computational Linguistics: EMNLP 2020, pages, 2020, Page(s) 4549–4560, ISBN 978-1-952148-90-3
Publisher: ACL
DOI: 10.18653/v1/2020.findings-emnlp.408

Augmenting BERT-style Models with Predictive Coding to Improve Discourse-level Representations

Author(s): Araujo, Vladimir ; Villa, Andrés ; Mendoza, Marcelo ; Moens, Marie-Francine ; Soto, Alvaro
Published in: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021, Page(s) 3016–3022, ISBN 978-1-955917-11-7
Publisher: ACL
DOI: 10.48550/arxiv.2109.04602

Generating Multiple-choice Questions for Medical Question Answering with Distractors and Cue-masking

Author(s): Damien Sileo, Kanimozhi Uma, Marie-Francine Moens
Published in: Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), 2024, Page(s) 7647–7653
Publisher: ACL

Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities

Author(s): Sun, Jingyuan; Li, Mingxiao; Chen, Zijiao; Zhang, Yunhao; Wang, Shaonan; Moens, Marie-Francine
Published in: Proceedings of the 37th Conference on Neural Information Processing Systems (NeurIPS 2023)., Issue 1, 2023, Page(s) 12332 - 12348
Publisher: Curran Associates Inc.
DOI: 10.48550/arxiv.2305.17214

Implicit Temporal Reasoning for Evidence-Based Fact-Checking

Author(s): Allein, Liesbeth; Saelens, Marlon; Cartuyvels, Ruben; Moens, Marie-Francine
Published in: Findings of the Association for Computational Linguistics: EACL 2023, 2023
Publisher: ACL
DOI: 10.18653/v1/2023.findings-eacl.13

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

Representation, Learning and Reasoning on Spatial Language for Downstream NLP Tasks

Author(s): Parisa Kordjamshidi, James Pustejovsky, Marie-Francine Moens
Published in: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Tutorial Abstracts, 2020, Page(s) 28-33
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2020.emnlp-tutorials.5

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

Investigating the Effect of Causal Mechanism Alignment on Transfer Learning for Few-Shot Video Prediction

Author(s): Cornille, Nathan; Moens, Marie-Francine; Laenen, Katrien
Published in: Proceedings of the Colloquium on Fundamental Challenges on Causality, 2023
Publisher: Fun Causal

Probing neural language models for understanding of words of estimative probability

Author(s): Damien Sileo, Marie-francine Moens
Published in: Proceedings of the 12th Joint Conference on Lexical and Computational Semantics (*SEM 2023), 2023, Page(s) 469-476
Publisher: Association for Computational Linguistics
DOI: 10.18653/v1/2023.starsem-1.41

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

Alleviating Exposure Bias in Diffusion Models through Sampling with Shifted Time Steps

Author(s): Mingxiao Li, Tingyu Qu, Ruicong Yao, Wei Sun, Marie-Francine Moens
Published in: Proceedings of The Twelfth International Conference on Learning Representations, 2024
Publisher: OpenReview
DOI: 10.48550/arxiv.2305.15583

Entropy-based Stability-Plasticity for Lifelong Learning

Author(s): Vladimir Araujo, Julio Hurtado, Alvaro Soto, Marie-Francine Moens
Published in: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Issue 34, 2022, Page(s) 3720-3727
Publisher: IEEE
DOI: 10.1109/cvprw56347.2022.00416

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

Spatiotemporal self-supervised pre-training on satellite imagery improves food insecurity prediction

Author(s): Ruben Cartuyvels, Tom Fierens, Emiel Coppieters, Marie-Francine Moens, Damien Sileo
Published in: Environmental Data Science, Issue 2, 2023, Page(s) Volume 2 , 2023 , e48, ISSN 2634-4602
Publisher: Cambridge University Press
DOI: 10.1017/eds.2023.42

Learning Explainable Disentangled Representations of E-Commerce Data by Aligning Their Visual and Textual Attributes

Author(s): Katrien Laenen, Marie-Francine Moens
Published in: Computers, Issue 11, 2024, Page(s) 182, ISSN 2073-431X
Publisher: MDPI
DOI: 10.3390/computers11120182

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

Predicting Physical World Destinations for Commands Given to Self-Driving Cars

Author(s): Dusan Grujicic, Thierry Deruyttere, Marie-Francine Moens, Matthew B. Blaschko
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 36, 2022, Page(s) 715-725, ISSN 2374-3468
Publisher: MIT Press
DOI: 10.1609/aaai.v36i1.19952

Dynamic Key-Value Memory Enhanced Multi-Step Graph Reasoning for Knowledge-Based Visual Question Answering

Author(s): Mingxiao Li, Marie-Francine Moens
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 36, 2022, Page(s) 10983-10992, ISSN 2374-3468
Publisher: MIT Press
DOI: 10.1609/aaai.v36i10.21346

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

Causal Factor Disentanglement for Few-Shot Domain Adaptation in Video Prediction

Author(s): Nathan Cornille, Katrien Laenen, Jingyuan Sun, Marie-Francine Moens
Published in: Entropy, Issue 25, 2023, Page(s) 1554, ISSN 1099-4300
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e25111554

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

Layout-Aware Dreamer for Embodied Visual Referring Expression Grounding

Author(s): Mingxiao Li, Zehao Wang, Tinne Tuytelaars, Marie-Francine Moens
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 37, 2023, Page(s) 1386-1395, ISSN 2374-3468
Publisher: MIT Press
DOI: 10.1609/aaai.v37i1.25223

Talk2Car: Predicting Physical Trajectories for Natural Language Commands

Author(s): Thierry Deruyttere, Dusan Grujicic, Matthew B. Blaschko, Marie-Francine Moens
Published in: IEEE Access, Issue 10, 2022, Page(s) 123809-123834, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3224144

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

Interpretation Modeling: Social Grounding of Sentences by Reasoning over their Implicit Moral Judgments

Author(s): Allein, Liesbeth; Trusca, Maria Mihaela; Moens, Marie-Francine
Published in: Artificial Intelligence, 2024, Page(s) 50, ISSN 0000-0000
Publisher: Elsevier

Explicitly Representing Syntax Improves Sentence-to-Layout Prediction of Unexpected Situations

Author(s): Wolf Nuyts, Ruben Cartuyvels, Marie-Francine Moens
Published in: Transactions of the Association for Computational Linguistics, Issue 12, 2024, Page(s) 264-282, ISSN 2307-387X
Publisher: MIT Press
DOI: 10.1162/tacl_a_00643

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

Investigating Neural Fit Approaches for Sentence Embedding Model Paradigms

Author(s): Helena Balabin, Antonietta Gabriella Liuzzi, Jingyuan Sun, Patrick Dupont, Rik Vanderberghe, Marie-Francine Moens
Published in: Frontiers in Artificial Intelligence and Applications, ECAI 2023, 2023
Publisher: IOS Press
DOI: 10.3233/faia230267

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

Introducing Routing Functions to Vision-Language Parameter-Efficient Fine-Tuning with Low-Rank Bottlenecks

Author(s): Tingyu Qu, Tinne Tuytelaars, Marie-Francine Moens
Published in: Lecture Notes in Computer Science, Computer Vision – ECCV 2024, 2024, Page(s) 291-308
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-73223-2_17

Decoding Realistic Images from Brain Activity with Contrastive Self-Supervision and Latent Diffusion

Author(s): Jingyuan Sun, Mingxiao Li, Marie-Francine Moens
Published in: Frontiers in Artificial Intelligence and Applications, ECAI 2023, 2023, Page(s) 2258-2265
Publisher: IOS Press
DOI: 10.3233/faia230523

Tuning in to Neural Encoding: Linking Human Brain and Artificial Supervised Representations of Language

Author(s): Jingyuan Sun, Xiaohan Zhang, Marie-Francine Moens
Published in: Frontiers in Artificial Intelligence and Applications, ECAI 2023, 2023, Page(s) 2258-2265
Publisher: IOS Press
DOI: 10.3233/faia230524

Deep Learning Methods for Multimodal Representation Learning

Author(s): Graham Spinks
Published in: 2021
Publisher: KU Leuven

Learning by Prediction and Integration: Human-inspired Approaches for Natural Language Understanding

Author(s): Araujo Vasquez, Vladimir Giovanny
Published in: 2023
Publisher: KU Leuven

Leveraging External Knowledge in Deep Learning and Conditional Generative Models

Author(s): Mingxiao Li
Published in: 2024
Publisher: KU Leuven

Bridging the Image and Text Spaces with Neural Network Methods for Multimodal Representation Learning and Spatial Understanding

Author(s): Collell Talleda, Guillem
Published in: 2020
Publisher: KU Leuven

Machine Learning Models for the Verification of Information and Detection of Disinformation

Author(s): Liesbeth Allein
Published in: 2024
Publisher: KU Leuven

Structured Representations for Joining Visual and Linguistic Data

Author(s): Victor Milewski
Published in: 2024
Publisher: KU Leuven

From Text to Time: Machine Learning Approaches toTemporal Information Extraction from Text

Author(s): Artuur Leeuwenberg
Published in: 2019
Publisher: KU Leuven

Spatial and Temporal Language Understanding: Representation, Reasoning, and Grounding

Author(s): Parisa Kordjamshidi, Qiang Ning, James Pustejovsky, Marie-Francine Moens
Published in: Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 5: Tutorial Abstracts), 2024, Page(s) 39–46
Publisher: ACL
DOI: 10.18653/v1/2024.naacl-tutorials.6

Computational Linguistics for Brain Encoding and Decoding: Principles, Practices and Beyond

Author(s): Jingyuan Sun, Shaonan Wang, Zijiao Chen, Jixing Li, Marie-Francine Moens
Published in: Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2024), 2024, Page(s) 1-2
Publisher: ACL
DOI: 10.18653/v1/2024.acl-tutorials.1

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