European Lighthouse of AI for Sustainability

Project Information

ELIAS

Grant agreement ID: 101120237

DOI

10.3030/101120237

EC signature date 30 June 2023

Start date 1 September 2023

End date 31 August 2027

Funded under

• Digital, Industry and Space

Total cost

€ 11 030 575,00

EU contribution

€ 11 030 575,00

Coordinated by

UNIVERSITA DEGLI STUDI DI TRENTO
Italy

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Other (3)

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.

Documents, reports (3)

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.

Publications

Conference proceedings (30)

Sharp Spectral Rates for Koopman Operator Learning. Neural Information Processing

Author(s): V.R. Kostic, K. Lounici, P. Novelli, M. Pontil
Published in: Neural Information Processing Systems (NeurIPS), 2023
Publisher: NeurIPS
DOI: 10.48550/arXiv:2302.02004

Transfer learning for atomistic simulations using GNNs and kernel mean embeddings

Author(s): Falk, JI; Bonati, L; Novelli, P; Parrinello, M; Pontil, M
Published in: 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
Publisher: NeurIPS
DOI: 10.48550/arxiv.2306.01589

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

Author(s): Rypeść, Grzegorz; Cygert, Sebastian; Trzcinski, Tomasz; Twardowski, Bartłomiej
Published in: The Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024
Publisher: NeurIPS
DOI: 10.5281/zenodo.14409015

Sharing Key Semantics in Transformer Makes Efficient Image Restoration

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

RMLR: Extending Multinomial Logistic Regression into General Geometries

Author(s): Ziheng Chen, Yue Song, Rui Wang, Xiao-Jun Wu, Nicu Sebe
Published in: Neural Information Processing Systems (NeurIPS), 2024
Publisher: NeurIPS
DOI: 10.48550/arXiv.2409.19433

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

Author(s): Zhao, D., Zang, Q., Wang, S., Sebe, N., & Zhong, Z.
Published in: Neural Information Processing Systems (NeurIPS), December 2024, 2024
Publisher: NeurIPS
DOI: 10.48550/arXiv.2312.06331

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

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

Debiasing Surgeon: Fantastic Weights and How to Find Them

Author(s): Nahon, Rémi; De Moura Matos, Ivan Luiz; Nguyen, Van-Tam; TARTAGLIONE, ENZO
Published in: European Conference on Computer Vision, 2024
Publisher: Springer
DOI: 10.1007/978-3-031-73013-9_25

Improving Fairness using Vision-Language Driven Image Augmentation

Author(s): D'Inca`, Moreno; Tzelepis, Christos; Patras, Ioannis; Sebe, Nicu
Published in: 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024
Publisher: IEEE
DOI: 10.48550/arxiv.2311.01573

FactCheckBureau: Build Your Own Fact-Check Analysis Pipeline

Author(s): Gaur, Garima
Published in: CIKM, 2024
Publisher: ACM
DOI: 10.1145/3627673.3679220

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

Author(s): Penzo, Nicolò; Longa, Antonio; Lepri, Bruno; Tonelli, Sara; Guerini, Marco
Published in: 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2024
Publisher: ACL
DOI: 10.48550/arxiv.2402.02975

Riemannian Multinomial Logistics Regression for SPD Neural Networks

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

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

Author(s): Pier Giuseppe Sessa; Pierre Laforgue; N. Cesa Bianchi; Andreas Krause
Published in: Advances in Neural Information Processing Systems 36, 2023
Publisher: NeurIPS
DOI: 10.48550/arxiv.2308.01744

AdaGlimpse: Active Visual Exploration with Arbitrary Glimpse Position and Scale

Author(s): Adam Pardyl, Michał Wronka, Maciej Wołczyk, Kamil Adamczewski, Tomasz Trzciński, Bartosz Zieliński
Published in: Lecture Notes in Computer Science, Computer Vision – ECCV 2024, 2024
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-72664-4_7

OpenBias: Open-set Bias Detection in Generative Models

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

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

Author(s): Weijie Wang, Jichao Zhang, Chang Liu, Xia Li, Xingqian Xu, Humphrey Shi, Nicu Sebe, Bruno Lepri
Published in: Proceedings of the 32nd ACM International Conference on Multimedia, 2024
Publisher: ACM
DOI: 10.1145/3664647.3680861

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

Author(s): Nicolo Cesa-Bianchi, Tommaso Cesari, Roberto Colomboni, Federico Fusco, Stefano Leonardi
Published in: Proceedings of the 56th Annual ACM Symposium on Theory of Computing, Issue 49, 2024
Publisher: ACM
DOI: 10.1145/3618260.3649658

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

Author(s): Szatkowski, Filip; Wójcik, Bartosz; Piórczyński, Mikołaj; Scardapane, Simone
Published in: The Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024
Publisher: NeurIPS
DOI: 10.5281/ZENODO.14409485

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

Author(s): Xu, Zipeng; Xing, Songlong; Sangineto, Enver; Sebe, Nicu
Published in: 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024, 2024
Publisher: IEEE
DOI: 10.48550/arxiv.2303.09270

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

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

Building an African Water Observatory from Open Data and AI

Author(s): J. Pita Costa, M. Zaouini, M. Polzer, G. Corzo Perez, M. Crnko, D. Orlic and M. Jermol
Published in: HHAI 2024 WORKSHOP, 2024
Publisher: ZENODO
DOI: 10.5281/zenodo.14900575

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

Author(s): Xuexun Liu, Xiaoxu Xu, Jinlong Li, Qiudan Zhang, Xu Wang, Nicu Sebe, Lin Ma
Published in: Neural Information Processing Systems (NeurIPS), 2023
Publisher: NeurIPS
DOI: 10.48550/arXiv.2410.13294

Weighted Ensemble Models Are Strong Continual Learners

Author(s): Imad Eddine Marouf, Subhankar Roy, Enzo Tartaglione, Stéphane Lathuilière
Published in: Lecture Notes in Computer Science, Computer Vision – ECCV 2024, 2024
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-73209-6_18

Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery

Author(s): Grzegorz Rypeść, Daniel Marczak, Sebastian Cygert, Tomasz Trzciński, Bartłomiej Twardowski
Published in: Lecture Notes in Computer Science, Computer Vision – ECCV 2024, 2024
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-73247-8_19

An Online Learning Theory of Brokerage

Author(s): Bolić, Nataša; Cesari, Tommaso; Colomboni, Roberto
Published in: AAMAS, 2024
Publisher: IFAAMAS
DOI: 10.48550/arXiv.2310.12107

Learning invariant representations of time-homogeneous stochastic dynamical systems

Author(s): Kostic, Vladimir, R; Novelli, Pietro; Grazzi, Riccardo; Lounici, Karim; Pontil, Massimiliano
Published in: ICLR 2024, May 2024, Vienna (AUSTRIA), Austria, 2024
Publisher: ICLR
DOI: 10.48550/arxiv.2307.09912

Sum-max submodular bandits

Author(s): Pasteris, Stephen; Rumi, Alberto; Vitale, Fabio; Cesa-Bianchi, Nicolò
Published in: 27thInternational Conference on Artifi-cial Intelligence and Statistics (AISTATS) 2024, 2024
Publisher: PMLR
DOI: 10.5281/zenodo.13881304

Robust covariance estimation with missing values and cell-wise contamination

Author(s): Lounici, Karim; Pacreau, Gregoire
Published in: Neural Information Processing Systems (NeurIPS), 2023
Publisher: NeurIPS
DOI: 10.48550/arxiv.2306.00752

No-Regret Learning in Bilateral Trade via Global Budget Balance

Author(s): Martino Bernasconi, Matteo Castiglioni, Andrea Celli, Federico Fusco
Published in: Proceedings of the 56th Annual ACM Symposium on Theory of Computing, 2024
Publisher: ACM
DOI: 10.1145/3618260.3649653

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

Author(s): Rypeść, Grzegorz; Cygert, Sebastian; Khan, Valeriya; Trzciński, Tomasz; Zieliński, Bartosz; Twardowski, Bartłomiej
Published in: International Conference on Learning Representations, 2024
Publisher: ICLR
DOI: 10.48550/arxiv.2401.10191

Peer reviewed articles (23)

Reducing inference energy consumption using dual complementary CNNs

Author(s): Michail Kinnas, John Violos, Ioannis Kompatsiaris, Symeon Papadopoulos
Published in: Future Generation Computer Systems, Issue 165, 2024, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2024.107606

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

Author(s): Ioannis Sarridis, Christos Koutlis, Symeon Papadopoulos, Christos Diou
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, Issue 47, 2025, ISSN 0162-8828
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TPAMI.2024.3487254

Adaptive Log-Euclidean Metrics for SPD Matrix Learning

Author(s): Ziheng Chen, Yue Song, Tianyang Xu, Zhiwu Huang, Xiao-Jun Wu, Nicu Sebe
Published in: IEEE Transactions on Image Processing, Issue 33, 2024, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TIP.2024.3451930

Intercity connectivity and urban innovation

Author(s): Xiaofan Liang, César A. Hidalgo, Pierre-Alexandre Balland, Siqi Zheng, Jianghao Wang
Published in: Computers, Environment and Urban Systems, Issue 109, 2024, ISSN 0198-9715
Publisher: Elsevier BV
DOI: 10.1016/J.COMPENVURBSYS.2024.102092

IEEE Transactions on Pattern Analysis and Machine Intelligence

Author(s): Tang, Hao; Shao, Ling; van Gool, Luc; Sebe, Nicu
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, Issue 46(6):4298-4313, 2024, ISSN 0162-8828
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TPAMI.2024.3355248

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

Author(s): Nina Omejc; Boštjan Gec; Jure Brence; Ljupčo Todorovski; Sašo Džeroski
Published in: Machine Learning, Special Issue on Discovery Science 2024, 2024, ISSN 1573-0565
Publisher: Springer
DOI: 10.21203/rs.3.rs-2678362/v1

Clarity in complexity: how aggregating explanations resolves the disagreement problem

Author(s): Oana Mitruț; Gabriela Moise; Alin Moldoveanu; Florica Moldoveanu; Marius Leordeanu; Livia Petrescu
Published in: Artificial Intelligence Review, 2024, ISSN 1573-7462
Publisher: Springer
DOI: 10.1007/s10462-024-10952-7

Generative AI Literacy: Twelve Defining Competencies

Author(s): Annapureddy, Ravinithesh; Fornaroli, Alessandro; Gatica-Perez, Daniel
Published in: ACM Digital Government: Research and Practice, 2024, ISSN 2639-0175
Publisher: ACM
DOI: 10.1145/3685680

Learning Neural Free-Energy Functionals with Pair-Correlation Matching

Author(s): Jacobus Dijkman, Marjolein Dijkstra, René van Roij, Max Welling, Jan-Willem van de Meent, Bernd Ensing
Published in: Physical Review Letters, Issue 134, 2025, ISSN 0031-9007
Publisher: American Physical Society (APS)
DOI: 10.1103/PHYSREVLETT.134.056103

Cooperative Online Learning with Feedback Graphs

Author(s): Cesa-Bianchi, Nicolò; Cesari, Tommaso; Della Vecchia, Riccardo
Published in: Transactions on Machine Learning Research, 2024, ISSN 2835-8856
Publisher: TMLR
DOI: 10.48550/arXiv.2106.04982

Selecting Images With Entropy for Frugal Knowledge Distillation

Author(s): Michail Kinnas, John Violos, Nikolaos Ioannis Karapiperis, Ioannis Kompatsiaris
Published in: IEEE Access, Issue 13, 2025, ISSN 2169-3536
Publisher: 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

Author(s): Ye Zhu, Yu Wu, Nicu Sebe, Yan Yan
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, Issue 46, 2024, ISSN 0162-8828
Publisher: 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

Author(s): 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
Published in: Nature Human Behaviour, Issue 8, 2024, ISSN 2397-3374
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41562-023-01755-X

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

Author(s): Federico Ceola; Lorenzo Rosasco; Lorenzo Natale
Published in: IEEE Robotics and Automation Letters, 2024, ISSN 2377-3766
Publisher: IEEE
DOI: 10.48550/arxiv.2401.14858

Augmentation-aware self-supervised learning with conditioned projector

Author(s): Przewięźlikowski, Marcin; Pyla, Mateusz; Zieliński, Bartosz; Twardowski, Bartłomiej; Tabor, Jacek; Śmieja, Marek
Published in: Knowledge-Based Systems, 2024, ISSN 1872-7409
Publisher: ELSEVIER
DOI: 10.5281/zenodo.14410199

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

Author(s): Wenhao Li, Mengyuan Liu, Hong Liu, Bin Ren, Xia Li, Yingxuan You, Nicu Sebe
Published in: IEEE Transactions on Image Processing, Issue 34, 2025, ISSN 1057-7149
Publisher: 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

Author(s): Philipp Koch, Viktor Stojkoski, César A. Hidalgo
Published in: Regional Studies, Issue 58, 2024, ISSN 0034-3404
Publisher: Informa UK Limited
DOI: 10.1080/00343404.2023.2275571

Estimating digital product trade through corporate revenue data

Author(s): Viktor Stojkoski, Philipp Koch, Eva Coll, César A. Hidalgo
Published in: Nature Communications, Issue 15, 2024, ISSN 2041-1723
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41467-024-49141-Z

Spatial entropy as an inductive bias for vision transformers

Author(s): Elia Peruzzo; Enver Sangineto; Yahui Liu; Marco De Nadai; Wei Bi; Bruno Lepri; Nicu Sebe
Published in: Machine Learning, Issue 113(9): 6945–6975, 2024, ISSN 1573-0565
Publisher: Springer
DOI: 10.48550/arxiv.2206.04636

Stochastic zeroth order descent with structured directions

Author(s): Marco Rando; Cesare Molinari; Silvia Villa; Lorenzo Rosasco
Published in: Computational Optimization and Applications, 2024, ISSN 1573-2894
Publisher: Springer
DOI: 10.48550/arxiv.2206.05124

Collaboration between artificial intelligence and Earth science communities for mutual benefit

Author(s): 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
Published in: Nature Geoscience, 2024, ISSN 1752-0908
Publisher: Nat. Geosci.
DOI: 10.1038/S41561-024-01550-X

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

Author(s): Wenhao Li, Mengyuan Liu, Hong Liu, Tianyu Guo, Ti Wang, Hao Tang, Nicu Sebe
Published in: Pattern Recognition, Issue 158, 2024, ISSN 0031-3203
Publisher: Elsevier BV
DOI: 10.1016/j.patcog.2024.110925

Automatic Classification and Visualization of Text Data on Rare Diseases

Author(s): Luis Rei; Joao Pita Costa; Tanja Zdolšek Draksler
Published in: Journal of Personalized Medicine, 2024, ISSN 2075-4426
Publisher: MDPI
DOI: 10.3390/JPM14050545

Other (6)

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

Author(s): Todoran, Alexandru-Raul; Leordeanu, Marius
Published in: 2024
Publisher: arXiv
DOI: 10.48550/arxiv.2402.08035

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

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

Information Capacity Regret Bounds for Bandits with Mediator Feedback

Author(s): Eldowa, Khaled; Cesa-Bianchi, Nicolò; Metelli, Alberto Maria; Restelli, Marcello
Published in: 2024
Publisher: arXiv
DOI: 10.48550/arxiv.2402.10282

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

Author(s): Costea, Dragos; Marcu, Alina; Lazar, Cristina; Leordeanu, Marius
Published in: 2024
Publisher: arXiv
DOI: 10.48550/arxiv.2402.06385

Is Mamba Capable of In-Context Learning?

Author(s): Grazzi, Riccardo; Siems, Julien; Schrodi, Simon; Brox, Thomas; Hutter, Frank
Published in: 2024
Publisher: arXiv
DOI: 10.48550/arxiv.2402.03170

Token Recycling for Efficient Sequential Inference with Vision Transformers

Author(s): Olszewski, Jan; Rymarczyk, Dawid; Wójcik, Piotr; Pach, Mateusz; Zieliński, Bartosz
Published in: 2023
Publisher: ArXiv
DOI: 10.48550/arxiv.2311.15335