Commonsense and Anticipation enriched Learning of Continuous representations sUpporting Language UnderStanding

Analysis and Prediction of NLP Models Via Task Embeddings

Autori: Sileo, Damien ; Moens, Marie-Francine
Pubblicato in: Proceedings of the 13th Conference on Language Resources and Evaluation, 2022, Pagina/e 633–647, ISBN 979-10-95546-88-7
Editore: ELRA
DOI: 10.48550/arxiv.2112.05647

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

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

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

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

Autori: Jingyuan Sun, Mingxiao Li, Ruben Cartuyvels, Marie-Francine Moens
Pubblicato in: Proceedings of the 25th Annual Conference of the European Association for Machine Translation (Volume 2), 2024, Pagina/e 16–17
Editore: ACL

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

Autori: Chang Tian, Wenpeng Yin, Marie-Francine Moens
Pubblicato in: Findings of the Association for Computational Linguistics: NAACL 2022, 2022, Pagina/e 565 - 577
Editore: Association for Computational Linguistics
DOI: 10.18653/v1/2022.findings-naacl.43

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

Learning to Plan for Language Modeling from Unlabeled Data

Autori: Nathan Cornille, Marie-Francine Moens, Florian Mai
Pubblicato in: Proceedings of the Conference on Language Modeling, 2024
Editore: OpenReview

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

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

Autori: Jingyuan Sun, Marie-Francine Moens
Pubblicato in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023, Pagina/e 5197-5205
Editore: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2023/577

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

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

Autori: Vladimir Araujo, Alvaro Soto, Marie-Francine Moens
Pubblicato in: Findings of the Association for Computational Linguistics: ACL 2023, 2023, Pagina/e 13124-13138
Editore: Association for Computational Linguistics
DOI: 10.18653/v1/2023.findings-acl.830

Sequence-to-Sequence Spanish Pre-trained Language Models

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

Decoding Language Spatial Relations to 2D Spatial Arrangements

Autori: Radevski, Gorjan; Collell, Guillem; Moens, Marie-Francine; Tuytelaars, Tinne
Pubblicato in: Findings of the Association for Computational Linguistics: EMNLP 2020, pages, 2020, Pagina/e 4549–4560, ISBN 978-1-952148-90-3
Editore: ACL
DOI: 10.18653/v1/2020.findings-emnlp.408

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

Autori: Araujo, Vladimir ; Villa, Andrés ; Mendoza, Marcelo ; Moens, Marie-Francine ; Soto, Alvaro
Pubblicato in: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021, Pagina/e 3016–3022, ISBN 978-1-955917-11-7
Editore: ACL
DOI: 10.48550/arxiv.2109.04602

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

Autori: Damien Sileo, Kanimozhi Uma, Marie-Francine Moens
Pubblicato in: Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), 2024, Pagina/e 7647–7653
Editore: ACL

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

Autori: Sun, Jingyuan; Li, Mingxiao; Chen, Zijiao; Zhang, Yunhao; Wang, Shaonan; Moens, Marie-Francine
Pubblicato in: Proceedings of the 37th Conference on Neural Information Processing Systems (NeurIPS 2023)., Numero 1, 2023, Pagina/e 12332 - 12348
Editore: Curran Associates Inc.
DOI: 10.48550/arxiv.2305.17214

Implicit Temporal Reasoning for Evidence-Based Fact-Checking

Autori: Allein, Liesbeth; Saelens, Marlon; Cartuyvels, Ruben; Moens, Marie-Francine
Pubblicato in: Findings of the Association for Computational Linguistics: EACL 2023, 2023
Editore: ACL
DOI: 10.18653/v1/2023.findings-eacl.13

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

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

Autori: Parisa Kordjamshidi, James Pustejovsky, Marie-Francine Moens
Pubblicato in: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Tutorial Abstracts, 2020, Pagina/e 28-33
Editore: 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

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

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

Autori: Cornille, Nathan; Moens, Marie-Francine; Laenen, Katrien
Pubblicato in: Proceedings of the Colloquium on Fundamental Challenges on Causality, 2023
Editore: Fun Causal

Probing neural language models for understanding of words of estimative probability

Autori: Damien Sileo, Marie-francine Moens
Pubblicato in: Proceedings of the 12th Joint Conference on Lexical and Computational Semantics (*SEM 2023), 2023, Pagina/e 469-476
Editore: Association for Computational Linguistics
DOI: 10.18653/v1/2023.starsem-1.41

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

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

Autori: Mingxiao Li, Tingyu Qu, Ruicong Yao, Wei Sun, Marie-Francine Moens
Pubblicato in: Proceedings of The Twelfth International Conference on Learning Representations, 2024
Editore: OpenReview
DOI: 10.48550/arxiv.2305.15583

Entropy-based Stability-Plasticity for Lifelong Learning

Autori: Vladimir Araujo, Julio Hurtado, Alvaro Soto, Marie-Francine Moens
Pubblicato in: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Numero 34, 2022, Pagina/e 3720-3727
Editore: IEEE
DOI: 10.1109/cvprw56347.2022.00416

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

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

Autori: Ruben Cartuyvels, Tom Fierens, Emiel Coppieters, Marie-Francine Moens, Damien Sileo
Pubblicato in: Environmental Data Science, Numero 2, 2023, Pagina/e Volume 2 , 2023 , e48, ISSN 2634-4602
Editore: Cambridge University Press
DOI: 10.1017/eds.2023.42

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

Autori: Katrien Laenen, Marie-Francine Moens
Pubblicato in: Computers, Numero 11, 2024, Pagina/e 182, ISSN 2073-431X
Editore: MDPI
DOI: 10.3390/computers11120182

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

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

Autori: Dusan Grujicic, Thierry Deruyttere, Marie-Francine Moens, Matthew B. Blaschko
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, Numero 36, 2022, Pagina/e 715-725, ISSN 2374-3468
Editore: MIT Press
DOI: 10.1609/aaai.v36i1.19952

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

Autori: Mingxiao Li, Marie-Francine Moens
Pubblicato in: Proceedings of the AAAI Conference on Artificial Intelligence, Numero 36, 2022, Pagina/e 10983-10992, ISSN 2374-3468
Editore: MIT Press
DOI: 10.1609/aaai.v36i10.21346

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

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

Autori: Nathan Cornille, Katrien Laenen, Jingyuan Sun, Marie-Francine Moens
Pubblicato in: Entropy, Numero 25, 2023, Pagina/e 1554, ISSN 1099-4300
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e25111554

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

Talk2Car: Predicting Physical Trajectories for Natural Language Commands

Autori: Thierry Deruyttere, Dusan Grujicic, Matthew B. Blaschko, Marie-Francine Moens
Pubblicato in: IEEE Access, Numero 10, 2022, Pagina/e 123809-123834, ISSN 2169-3536
Editore: 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?

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

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

Autori: Allein, Liesbeth; Trusca, Maria Mihaela; Moens, Marie-Francine
Pubblicato in: Artificial Intelligence, 2024, Pagina/e 50, ISSN 0000-0000
Editore: Elsevier

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

Autori: Wolf Nuyts, Ruben Cartuyvels, Marie-Francine Moens
Pubblicato in: Transactions of the Association for Computational Linguistics, Numero 12, 2024, Pagina/e 264-282, ISSN 2307-387X
Editore: MIT Press
DOI: 10.1162/tacl_a_00643

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

Investigating Neural Fit Approaches for Sentence Embedding Model Paradigms

Autori: Helena Balabin, Antonietta Gabriella Liuzzi, Jingyuan Sun, Patrick Dupont, Rik Vanderberghe, Marie-Francine Moens
Pubblicato in: Frontiers in Artificial Intelligence and Applications, ECAI 2023, 2023
Editore: IOS Press
DOI: 10.3233/faia230267

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

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

Autori: Tingyu Qu, Tinne Tuytelaars, Marie-Francine Moens
Pubblicato in: Lecture Notes in Computer Science, Computer Vision – ECCV 2024, 2024, Pagina/e 291-308
Editore: 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

Autori: Jingyuan Sun, Mingxiao Li, Marie-Francine Moens
Pubblicato in: Frontiers in Artificial Intelligence and Applications, ECAI 2023, 2023, Pagina/e 2258-2265
Editore: IOS Press
DOI: 10.3233/faia230523

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

Autori: Jingyuan Sun, Xiaohan Zhang, Marie-Francine Moens
Pubblicato in: Frontiers in Artificial Intelligence and Applications, ECAI 2023, 2023, Pagina/e 2258-2265
Editore: IOS Press
DOI: 10.3233/faia230524

Deep Learning Methods for Multimodal Representation Learning

Autori: Graham Spinks
Pubblicato in: 2021
Editore: KU Leuven

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

Autori: Araujo Vasquez, Vladimir Giovanny
Pubblicato in: 2023
Editore: KU Leuven

Leveraging External Knowledge in Deep Learning and Conditional Generative Models

Autori: Mingxiao Li
Pubblicato in: 2024
Editore: KU Leuven

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

Autori: Collell Talleda, Guillem
Pubblicato in: 2020
Editore: KU Leuven

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

Autori: Liesbeth Allein
Pubblicato in: 2024
Editore: KU Leuven

Structured Representations for Joining Visual and Linguistic Data

Autori: Victor Milewski
Pubblicato in: 2024
Editore: KU Leuven

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

Autori: Artuur Leeuwenberg
Pubblicato in: 2019
Editore: KU Leuven

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

Autori: Parisa Kordjamshidi, Qiang Ning, James Pustejovsky, Marie-Francine Moens
Pubblicato 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, Pagina/e 39–46
Editore: ACL
DOI: 10.18653/v1/2024.naacl-tutorials.6

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

Autori: Jingyuan Sun, Shaonan Wang, Zijiao Chen, Jixing Li, Marie-Francine Moens
Pubblicato in: Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2024), 2024, Pagina/e 1-2
Editore: ACL
DOI: 10.18653/v1/2024.acl-tutorials.1

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