European Lighthouse of AI for Sustainability

Resultado final

First release of methods for Sustainable AI

The first release of methods developed in T1.2-T1.5

First release of AI tools for a sustainable society

The first release of algorithms developed in T2.2-T2.3-T2.4

First release of tools for Trustworthy AI

The first release of algorithms developed in T3.2-T3.4.

First annual report on the young talents program implementation

First report of actions implemented in ELIAS for supporting young European talents at the doctoral and master levels.

First periodic report on the European Innovation Alliance

Report on the creation and the activities of the newly established EIA

First ELIAS Communication, Dissemination and Exploitation Report

First periodic report on ELIAS strategic approach for dissemination, communication and exploitation.

Publicaciones

Sharp Spectral Rates for Koopman Operator Learning. Neural Information Processing

Autores: V.R. Kostic, K. Lounici, P. Novelli, M. Pontil
Publicado en: Neural Information Processing Systems (NeurIPS), 2023
Editor: NeurIPS
DOI: 10.48550/arXiv:2302.02004

Transfer learning for atomistic simulations using GNNs and kernel mean embeddings

Autores: Falk, JI; Bonati, L; Novelli, P; Parrinello, M; Pontil, M
Publicado en: In: Oh, Alice and Naumann, Tristan and Globerson, Amir and Saenko, Kate and Hardt, Moritz and Levine, Sergey, (eds.) Advances in Neural Information Processing Systems. (2023), 2023
Editor: NeurIPS
DOI: 10.48550/arxiv.2306.01589

Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning

Autores: Rypeść, Grzegorz; Cygert, Sebastian; Trzcinski, Tomasz; Twardowski, Bartłomiej
Publicado en: The Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024
Editor: NeurIPS
DOI: 10.5281/zenodo.14409015

Sharing Key Semantics in Transformer Makes Efficient Image Restoration

Autores: Ren, B., Li, Y., Liang, J., Ranjan, R., Liu, M., Cucchiara, R., van Gool, L., Yang, M.-H., & Sebe, N.
Publicado en: Neural Information Processing Systems (NeurIPS), 2024
Editor: NeurIPS
DOI: 10.48550/arXiv.2405.20008

RMLR: Extending Multinomial Logistic Regression into General Geometries

Autores: Ziheng Chen, Yue Song, Rui Wang, Xiao-Jun Wu, Nicu Sebe
Publicado en: Neural Information Processing Systems (NeurIPS), 2024
Editor: NeurIPS
DOI: 10.48550/arXiv.2409.19433

Connectivity-Driven Pseudo-Labeling Makes Stronger Cross-Domain Segmenters

Autores: Zhao, D., Zang, Q., Wang, S., Sebe, N., & Zhong, Z.
Publicado en: Neural Information Processing Systems (NeurIPS), December 2024, 2024
Editor: NeurIPS
DOI: 10.48550/arXiv.2312.06331

Bringing Masked Autoencoders Explicit Contrastive Properties for Point Cloud Self-supervised Learning

Autores: Bin Ren, Guofeng Mei, Danda Pani Paudel, Weijie Wang, Yawei Li, Mengyuan Liu, Rita Cucchiara, Luc Van Gool, Nicu Sebe
Publicado en: Lecture Notes in Computer Science, Computer Vision – ACCV 2024, 2024
Editor: Springer Nature Singapore
DOI: 10.1007/978-981-96-0963-5_4

Debiasing Surgeon: Fantastic Weights and How to Find Them

Autores: Nahon, Rémi; De Moura Matos, Ivan Luiz; Nguyen, Van-Tam; TARTAGLIONE, ENZO
Publicado en: European Conference on Computer Vision, 2024
Editor: Springer
DOI: 10.1007/978-3-031-73013-9_25

Improving Fairness using Vision-Language Driven Image Augmentation

Autores: D'Inca`, Moreno; Tzelepis, Christos; Patras, Ioannis; Sebe, Nicu
Publicado en: 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024
Editor: IEEE
DOI: 10.48550/arxiv.2311.01573

FactCheckBureau: Build Your Own Fact-Check Analysis Pipeline

Autores: Gaur, Garima
Publicado en: CIKM, 2024
Editor: ACM
DOI: 10.1145/3627673.3679220

Putting Context in Context: the Impact of Discussion Structure on Text Classification

Autores: Penzo, Nicolò; Longa, Antonio; Lepri, Bruno; Tonelli, Sara; Guerini, Marco
Publicado en: 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2024
Editor: ACL
DOI: 10.48550/arxiv.2402.02975

Riemannian Multinomial Logistics Regression for SPD Neural Networks

Autores: Chen, Ziheng; Song, Yue; Liu, Gaowen; Rao Kompella, Ramana; Wu, Xiao-Jun; Sebe, Nicu
Publicado en: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Editor: IEEE
DOI: 10.1109/CVPR52733.2024.01617

Multitask Learning with No Regret: from Improved Confidence Bounds to Active Learning

Autores: Pier Giuseppe Sessa; Pierre Laforgue; N. Cesa Bianchi; Andreas Krause
Publicado en: Advances in Neural Information Processing Systems 36, 2023
Editor: NeurIPS
DOI: 10.48550/arxiv.2308.01744

AdaGlimpse: Active Visual Exploration with Arbitrary Glimpse Position and Scale

Autores: Adam Pardyl, Michał Wronka, Maciej Wołczyk, Kamil Adamczewski, Tomasz Trzciński, Bartosz Zieliński
Publicado en: Lecture Notes in Computer Science, Computer Vision – ECCV 2024, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-72664-4_7

OpenBias: Open-set Bias Detection in Generative Models

Autores: D'Inca, Moreno; Peruzzo, Elia; Mancini, Massimiliano; Xu, Dejia; Goel, Vidit; Xu, Xingqian; Wang, Zhangyang; Shi, Humphrey; Sebe, Nicu
Publicado en: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Editor: IEEE
DOI: 10.1109/CVPR52733.2024.01162

UVMap-ID: A Controllable and Personalized UV Map Generative Model

Autores: Weijie Wang, Jichao Zhang, Chang Liu, Xia Li, Xingqian Xu, Humphrey Shi, Nicu Sebe, Bruno Lepri
Publicado en: Proceedings of the 32nd ACM International Conference on Multimedia, 2024
Editor: ACM
DOI: 10.1145/3664647.3680861

The Role of Transparency in Repeated First-Price Auctions with Unknown Valuations

Autores: Nicolo Cesa-Bianchi, Tommaso Cesari, Roberto Colomboni, Federico Fusco, Stefano Leonardi
Publicado en: Proceedings of the 56th Annual ACM Symposium on Theory of Computing, Edición 49, 2024
Editor: ACM
DOI: 10.1145/3618260.3649658

Exploiting Activation Sparsity with Dense to Dynamic-k Mixture-of-Experts Conversion

Autores: Szatkowski, Filip; Wójcik, Bartosz; Piórczyński, Mikołaj; Scardapane, Simone
Publicado en: The Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024
Editor: NeurIPS
DOI: 10.5281/ZENODO.14409485

SpectralCLIP: Preventing Artifacts in Text-Guided Style Transfer from a Spectral Perspective

Autores: Xu, Zipeng; Xing, Songlong; Sangineto, Enver; Sebe, Nicu
Publicado en: 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024, 2024
Editor: IEEE
DOI: 10.48550/arxiv.2303.09270

The Simpler The Better: An Entropy-Based Importance Metric To Reduce Neural Networks' Depth

Autores: V. Quétu, Z. Liao, E. Tartaglione
Publicado en: Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML-PKDD), 2024
Editor: Springer
DOI: 10.1007/978-3-031-70365-2_6

Building an African Water Observatory from Open Data and AI

Autores: J. Pita Costa, M. Zaouini, M. Polzer, G. Corzo Perez, M. Crnko, D. Orlic and M. Jermol
Publicado en: HHAI 2024 WORKSHOP, 2024
Editor: ZENODO
DOI: 10.5281/zenodo.14900575

LESS: Label-Efficient and Single-Stage Referring 3D Segmentation

Autores: Xuexun Liu, Xiaoxu Xu, Jinlong Li, Qiudan Zhang, Xu Wang, Nicu Sebe, Lin Ma
Publicado en: Neural Information Processing Systems (NeurIPS), 2023
Editor: NeurIPS
DOI: 10.48550/arXiv.2410.13294

Weighted Ensemble Models Are Strong Continual Learners

Autores: Imad Eddine Marouf, Subhankar Roy, Enzo Tartaglione, Stéphane Lathuilière
Publicado en: Lecture Notes in Computer Science, Computer Vision – ECCV 2024, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-73209-6_18

Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery

Autores: Grzegorz Rypeść, Daniel Marczak, Sebastian Cygert, Tomasz Trzciński, Bartłomiej Twardowski
Publicado en: Lecture Notes in Computer Science, Computer Vision – ECCV 2024, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-73247-8_19

An Online Learning Theory of Brokerage

Autores: Bolić, Nataša; Cesari, Tommaso; Colomboni, Roberto
Publicado en: AAMAS, 2024
Editor: IFAAMAS
DOI: 10.48550/arXiv.2310.12107

Learning invariant representations of time-homogeneous stochastic dynamical systems

Autores: Kostic, Vladimir, R; Novelli, Pietro; Grazzi, Riccardo; Lounici, Karim; Pontil, Massimiliano
Publicado en: ICLR 2024, May 2024, Vienna (AUSTRIA), Austria, 2024
Editor: ICLR
DOI: 10.48550/arxiv.2307.09912

Sum-max submodular bandits

Autores: Pasteris, Stephen; Rumi, Alberto; Vitale, Fabio; Cesa-Bianchi, Nicolò
Publicado en: 27thInternational Conference on Artifi-cial Intelligence and Statistics (AISTATS) 2024, 2024
Editor: PMLR
DOI: 10.5281/zenodo.13881304

Robust covariance estimation with missing values and cell-wise contamination

Autores: Lounici, Karim; Pacreau, Gregoire
Publicado en: Neural Information Processing Systems (NeurIPS), 2023
Editor: NeurIPS
DOI: 10.48550/arxiv.2306.00752

No-Regret Learning in Bilateral Trade via Global Budget Balance

Autores: Martino Bernasconi, Matteo Castiglioni, Andrea Celli, Federico Fusco
Publicado en: Proceedings of the 56th Annual ACM Symposium on Theory of Computing, 2024
Editor: ACM
DOI: 10.1145/3618260.3649653

Divide and not forget: Ensemble of selectively trained experts in Continual Learning

Autores: Rypeść, Grzegorz; Cygert, Sebastian; Khan, Valeriya; Trzciński, Tomasz; Zieliński, Bartosz; Twardowski, Bartłomiej
Publicado en: International Conference on Learning Representations, 2024
Editor: ICLR
DOI: 10.48550/arxiv.2401.10191

Reducing inference energy consumption using dual complementary CNNs

Autores: Michail Kinnas, John Violos, Ioannis Kompatsiaris, Symeon Papadopoulos
Publicado en: Future Generation Computer Systems, Edición 165, 2024, ISSN 0167-739X
Editor: Elsevier BV
DOI: 10.1016/j.future.2024.107606

FLAC: Fairness-Aware Representation Learning by Suppressing Attribute-Class Associations

Autores: Ioannis Sarridis, Christos Koutlis, Symeon Papadopoulos, Christos Diou
Publicado en: IEEE Transactions on Pattern Analysis and Machine Intelligence, Edición 47, 2025, ISSN 0162-8828
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TPAMI.2024.3487254

Adaptive Log-Euclidean Metrics for SPD Matrix Learning

Autores: Ziheng Chen, Yue Song, Tianyang Xu, Zhiwu Huang, Xiao-Jun Wu, Nicu Sebe
Publicado en: IEEE Transactions on Image Processing, Edición 33, 2024, ISSN 1057-7149
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIP.2024.3451930

Intercity connectivity and urban innovation

Autores: Xiaofan Liang, César A. Hidalgo, Pierre-Alexandre Balland, Siqi Zheng, Jianghao Wang
Publicado en: Computers, Environment and Urban Systems, Edición 109, 2024, ISSN 0198-9715
Editor: Elsevier BV
DOI: 10.1016/J.COMPENVURBSYS.2024.102092

IEEE Transactions on Pattern Analysis and Machine Intelligence

Autores: Tang, Hao; Shao, Ling; van Gool, Luc; Sebe, Nicu
Publicado en: IEEE Transactions on Pattern Analysis and Machine Intelligence, Edición 46(6):4298-4313, 2024, ISSN 0162-8828
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TPAMI.2024.3355248

Probabilistic grammars for modeling dynamical systems from coarse, noisy, and partial data

Autores: Nina Omejc; Boštjan Gec; Jure Brence; Ljupčo Todorovski; Sašo Džeroski
Publicado en: Machine Learning, Special Edición on Discovery Science 2024, 2024, ISSN 1573-0565
Editor: Springer
DOI: 10.21203/rs.3.rs-2678362/v1

Clarity in complexity: how aggregating explanations resolves the disagreement problem

Autores: Oana Mitruț; Gabriela Moise; Alin Moldoveanu; Florica Moldoveanu; Marius Leordeanu; Livia Petrescu
Publicado en: Artificial Intelligence Review, 2024, ISSN 1573-7462
Editor: Springer
DOI: 10.1007/s10462-024-10952-7

Generative AI Literacy: Twelve Defining Competencies

Autores: Annapureddy, Ravinithesh; Fornaroli, Alessandro; Gatica-Perez, Daniel
Publicado en: ACM Digital Government: Research and Practice, 2024, ISSN 2639-0175
Editor: ACM
DOI: 10.1145/3685680

Learning Neural Free-Energy Functionals with Pair-Correlation Matching

Autores: Jacobus Dijkman, Marjolein Dijkstra, René van Roij, Max Welling, Jan-Willem van de Meent, Bernd Ensing
Publicado en: Physical Review Letters, Edición 134, 2025, ISSN 0031-9007
Editor: American Physical Society (APS)
DOI: 10.1103/PHYSREVLETT.134.056103

Cooperative Online Learning with Feedback Graphs

Autores: Cesa-Bianchi, Nicolò; Cesari, Tommaso; Della Vecchia, Riccardo
Publicado en: Transactions on Machine Learning Research, 2024, ISSN 2835-8856
Editor: TMLR
DOI: 10.48550/arXiv.2106.04982

Selecting Images With Entropy for Frugal Knowledge Distillation

Autores: Michail Kinnas, John Violos, Nikolaos Ioannis Karapiperis, Ioannis Kompatsiaris
Publicado en: IEEE Access, Edición 13, 2025, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3540384

Vision + X: A Survey on Multimodal Learning in the Light of Data

Autores: Ye Zhu, Yu Wu, Nicu Sebe, Yan Yan
Publicado en: IEEE Transactions on Pattern Analysis and Machine Intelligence, Edición 46, 2024, ISSN 0162-8828
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TPAMI.2024.3420239

Understanding political divisiveness using online participation data from the 2022 French and Brazilian presidential elections

Autores: Carlos Navarrete, Mariana Macedo, Rachael Colley, Jingling Zhang, Nicole Ferrada, Maria Eduarda Mello, Rodrigo Lira, Carmelo Bastos-Filho, Umberto Grandi, Jérôme Lang, César A. Hidalgo
Publicado en: Nature Human Behaviour, Edición 8, 2024, ISSN 2397-3374
Editor: Springer Science and Business Media LLC
DOI: 10.1038/S41562-023-01755-X

RESPRECT: Speeding-up Multi-Fingered Grasping With Residual Reinforcement Learning

Autores: Federico Ceola; Lorenzo Rosasco; Lorenzo Natale
Publicado en: IEEE Robotics and Automation Letters, 2024, ISSN 2377-3766
Editor: IEEE
DOI: 10.48550/arxiv.2401.14858

Augmentation-aware self-supervised learning with conditioned projector

Autores: Przewięźlikowski, Marcin; Pyla, Mateusz; Zieliński, Bartosz; Twardowski, Bartłomiej; Tabor, Jacek; Śmieja, Marek
Publicado en: Knowledge-Based Systems, 2024, ISSN 1872-7409
Editor: ELSEVIER
DOI: 10.5281/zenodo.14410199

HYRE: Hybrid Regressor for 3D Human Pose and Shape Estimation

Autores: Wenhao Li, Mengyuan Liu, Hong Liu, Bin Ren, Xia Li, Yingxuan You, Nicu Sebe
Publicado en: IEEE Transactions on Image Processing, Edición 34, 2025, ISSN 1057-7149
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIP.2024.3515872

The role of immigrants, emigrants and locals in the historical formation of European knowledge agglomerations

Autores: Philipp Koch, Viktor Stojkoski, César A. Hidalgo
Publicado en: Regional Studies, Edición 58, 2024, ISSN 0034-3404
Editor: Informa UK Limited
DOI: 10.1080/00343404.2023.2275571

Estimating digital product trade through corporate revenue data

Autores: Viktor Stojkoski, Philipp Koch, Eva Coll, César A. Hidalgo
Publicado en: Nature Communications, Edición 15, 2024, ISSN 2041-1723
Editor: Springer Science and Business Media LLC
DOI: 10.1038/S41467-024-49141-Z

Spatial entropy as an inductive bias for vision transformers

Autores: Elia Peruzzo; Enver Sangineto; Yahui Liu; Marco De Nadai; Wei Bi; Bruno Lepri; Nicu Sebe
Publicado en: Machine Learning, Edición 113(9): 6945–6975, 2024, ISSN 1573-0565
Editor: Springer
DOI: 10.48550/arxiv.2206.04636

Stochastic zeroth order descent with structured directions

Autores: Marco Rando; Cesare Molinari; Silvia Villa; Lorenzo Rosasco
Publicado en: Computational Optimization and Applications, 2024, ISSN 1573-2894
Editor: Springer
DOI: 10.48550/arxiv.2206.05124

Collaboration between artificial intelligence and Earth science communities for mutual benefit

Autores: Min Chen; Zhen Qian; Niklas Boers; Felix Creutzig; Gustau Camps-Valls; Klaus Hubacek; Christophe Claramunt; John P. Wilson; Stefano Nativi; Anthony J. Jakeman; R. Dietmar Müller; Michael Batty; Chenghu Zhou; Fahu Chen; Qiao Wang; Fan Zhang; C. Michael Barton; Josef Strobl; Michael Meadows; Carlo Ratti; Philipp Hess; Qingsong Xu; Zhixin Zhang; Qiushi Gu; A-Xing Zhu; Hui Lin; Linwang Yuan; Guonian Lü
Publicado en: Nature Geoscience, 2024, ISSN 1752-0908
Editor: Nat. Geosci.
DOI: 10.1038/S41561-024-01550-X

GraphMLP: A graph MLP-like architecture for 3D human pose estimation

Autores: Wenhao Li, Mengyuan Liu, Hong Liu, Tianyu Guo, Ti Wang, Hao Tang, Nicu Sebe
Publicado en: Pattern Recognition, Edición 158, 2024, ISSN 0031-3203
Editor: Elsevier BV
DOI: 10.1016/j.patcog.2024.110925

Automatic Classification and Visualization of Text Data on Rare Diseases

Autores: Luis Rei; Joao Pita Costa; Tanja Zdolšek Draksler
Publicado en: Journal of Personalized Medicine, 2024, ISSN 2075-4426
Editor: MDPI
DOI: 10.3390/JPM14050545

Multiple Random Masking Autoencoder Ensembles for Robust Multimodal Semi-supervised Learning

Autores: Todoran, Alexandru-Raul; Leordeanu, Marius
Publicado en: 2024
Editor: arXiv
DOI: 10.48550/arxiv.2402.08035

Sketch In, Sketch Out: Accelerating both Learning and Inference for Structured Prediction with Kernels

Autores: Ahmad, Tamim El; Brogat-Motte, Luc; Laforgue, Pierre; d'Alché-Buc, Florence
Publicado en: 27th International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Editor: PMLR
DOI: 10.48550/arxiv.2302.10128

Information Capacity Regret Bounds for Bandits with Mediator Feedback

Autores: Eldowa, Khaled; Cesa-Bianchi, Nicolò; Metelli, Alberto Maria; Restelli, Marcello
Publicado en: 2024
Editor: arXiv
DOI: 10.48550/arxiv.2402.10282

Maia: A Real-time Non-Verbal Chat for Human-AI Interaction

Autores: Costea, Dragos; Marcu, Alina; Lazar, Cristina; Leordeanu, Marius
Publicado en: 2024
Editor: arXiv
DOI: 10.48550/arxiv.2402.06385

Is Mamba Capable of In-Context Learning?

Autores: Grazzi, Riccardo; Siems, Julien; Schrodi, Simon; Brox, Thomas; Hutter, Frank
Publicado en: 2024
Editor: arXiv
DOI: 10.48550/arxiv.2402.03170

Token Recycling for Efficient Sequential Inference with Vision Transformers

Autores: Olszewski, Jan; Rymarczyk, Dawid; Wójcik, Piotr; Pach, Mateusz; Zieliński, Bartosz
Publicado en: 2023
Editor: ArXiv
DOI: 10.48550/arxiv.2311.15335

Resultado final

Publicaciones

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