European Lighthouse of AI for Sustainability

Rezultaty

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.

Publikacje

Sharp Spectral Rates for Koopman Operator Learning. Neural Information Processing

Autorzy: V.R. Kostic, K. Lounici, P. Novelli, M. Pontil
Opublikowane w: Neural Information Processing Systems (NeurIPS), 2023
Wydawca: NeurIPS
DOI: 10.48550/arXiv:2302.02004

Transfer learning for atomistic simulations using GNNs and kernel mean embeddings

Autorzy: Falk, JI; Bonati, L; Novelli, P; Parrinello, M; Pontil, M
Opublikowane w: 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
Wydawca: NeurIPS
DOI: 10.48550/arxiv.2306.01589

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

Autorzy: Rypeść, Grzegorz; Cygert, Sebastian; Trzcinski, Tomasz; Twardowski, Bartłomiej
Opublikowane w: The Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024
Wydawca: NeurIPS
DOI: 10.5281/zenodo.14409015

Sharing Key Semantics in Transformer Makes Efficient Image Restoration

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

RMLR: Extending Multinomial Logistic Regression into General Geometries

Autorzy: Ziheng Chen, Yue Song, Rui Wang, Xiao-Jun Wu, Nicu Sebe
Opublikowane w: Neural Information Processing Systems (NeurIPS), 2024
Wydawca: NeurIPS
DOI: 10.48550/arXiv.2409.19433

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

Autorzy: Zhao, D., Zang, Q., Wang, S., Sebe, N., & Zhong, Z.
Opublikowane w: Neural Information Processing Systems (NeurIPS), December 2024, 2024
Wydawca: NeurIPS
DOI: 10.48550/arXiv.2312.06331

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

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

Debiasing Surgeon: Fantastic Weights and How to Find Them

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

Improving Fairness using Vision-Language Driven Image Augmentation

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

FactCheckBureau: Build Your Own Fact-Check Analysis Pipeline

Autorzy: Gaur, Garima
Opublikowane w: CIKM, 2024
Wydawca: ACM
DOI: 10.1145/3627673.3679220

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

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

Riemannian Multinomial Logistics Regression for SPD Neural Networks

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

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

Autorzy: Pier Giuseppe Sessa; Pierre Laforgue; N. Cesa Bianchi; Andreas Krause
Opublikowane w: Advances in Neural Information Processing Systems 36, 2023
Wydawca: NeurIPS
DOI: 10.48550/arxiv.2308.01744

AdaGlimpse: Active Visual Exploration with Arbitrary Glimpse Position and Scale

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

OpenBias: Open-set Bias Detection in Generative Models

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

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

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

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

Autorzy: Nicolo Cesa-Bianchi, Tommaso Cesari, Roberto Colomboni, Federico Fusco, Stefano Leonardi
Opublikowane w: Proceedings of the 56th Annual ACM Symposium on Theory of Computing, Numer 49, 2024
Wydawca: ACM
DOI: 10.1145/3618260.3649658

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

Autorzy: Szatkowski, Filip; Wójcik, Bartosz; Piórczyński, Mikołaj; Scardapane, Simone
Opublikowane w: The Thirty-Eighth Annual Conference on Neural Information Processing Systems, 2024
Wydawca: NeurIPS
DOI: 10.5281/ZENODO.14409485

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

Autorzy: Xu, Zipeng; Xing, Songlong; Sangineto, Enver; Sebe, Nicu
Opublikowane w: 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024, 2024
Wydawca: IEEE
DOI: 10.48550/arxiv.2303.09270

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

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

Building an African Water Observatory from Open Data and AI

Autorzy: J. Pita Costa, M. Zaouini, M. Polzer, G. Corzo Perez, M. Crnko, D. Orlic and M. Jermol
Opublikowane w: HHAI 2024 WORKSHOP, 2024
Wydawca: ZENODO
DOI: 10.5281/zenodo.14900575

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

Autorzy: Xuexun Liu, Xiaoxu Xu, Jinlong Li, Qiudan Zhang, Xu Wang, Nicu Sebe, Lin Ma
Opublikowane w: Neural Information Processing Systems (NeurIPS), 2023
Wydawca: NeurIPS
DOI: 10.48550/arXiv.2410.13294

Weighted Ensemble Models Are Strong Continual Learners

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

Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery

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

An Online Learning Theory of Brokerage

Autorzy: Bolić, Nataša; Cesari, Tommaso; Colomboni, Roberto
Opublikowane w: AAMAS, 2024
Wydawca: IFAAMAS
DOI: 10.48550/arXiv.2310.12107

Learning invariant representations of time-homogeneous stochastic dynamical systems

Autorzy: Kostic, Vladimir, R; Novelli, Pietro; Grazzi, Riccardo; Lounici, Karim; Pontil, Massimiliano
Opublikowane w: ICLR 2024, May 2024, Vienna (AUSTRIA), Austria, 2024
Wydawca: ICLR
DOI: 10.48550/arxiv.2307.09912

Sum-max submodular bandits

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

Robust covariance estimation with missing values and cell-wise contamination

Autorzy: Lounici, Karim; Pacreau, Gregoire
Opublikowane w: Neural Information Processing Systems (NeurIPS), 2023
Wydawca: NeurIPS
DOI: 10.48550/arxiv.2306.00752

No-Regret Learning in Bilateral Trade via Global Budget Balance

Autorzy: Martino Bernasconi, Matteo Castiglioni, Andrea Celli, Federico Fusco
Opublikowane w: Proceedings of the 56th Annual ACM Symposium on Theory of Computing, 2024
Wydawca: ACM
DOI: 10.1145/3618260.3649653

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

Autorzy: Rypeść, Grzegorz; Cygert, Sebastian; Khan, Valeriya; Trzciński, Tomasz; Zieliński, Bartosz; Twardowski, Bartłomiej
Opublikowane w: International Conference on Learning Representations, 2024
Wydawca: ICLR
DOI: 10.48550/arxiv.2401.10191

Reducing inference energy consumption using dual complementary CNNs

Autorzy: Michail Kinnas, John Violos, Ioannis Kompatsiaris, Symeon Papadopoulos
Opublikowane w: Future Generation Computer Systems, Numer 165, 2024, ISSN 0167-739X
Wydawca: Elsevier BV
DOI: 10.1016/j.future.2024.107606

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

Autorzy: Ioannis Sarridis, Christos Koutlis, Symeon Papadopoulos, Christos Diou
Opublikowane w: IEEE Transactions on Pattern Analysis and Machine Intelligence, Numer 47, 2025, ISSN 0162-8828
Wydawca: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TPAMI.2024.3487254

Adaptive Log-Euclidean Metrics for SPD Matrix Learning

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

Intercity connectivity and urban innovation

Autorzy: Xiaofan Liang, César A. Hidalgo, Pierre-Alexandre Balland, Siqi Zheng, Jianghao Wang
Opublikowane w: Computers, Environment and Urban Systems, Numer 109, 2024, ISSN 0198-9715
Wydawca: Elsevier BV
DOI: 10.1016/J.COMPENVURBSYS.2024.102092

IEEE Transactions on Pattern Analysis and Machine Intelligence

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

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

Autorzy: Nina Omejc; Boštjan Gec; Jure Brence; Ljupčo Todorovski; Sašo Džeroski
Opublikowane w: Machine Learning, Special Numer on Discovery Science 2024, 2024, ISSN 1573-0565
Wydawca: Springer
DOI: 10.21203/rs.3.rs-2678362/v1

Clarity in complexity: how aggregating explanations resolves the disagreement problem

Autorzy: Oana Mitruț; Gabriela Moise; Alin Moldoveanu; Florica Moldoveanu; Marius Leordeanu; Livia Petrescu
Opublikowane w: Artificial Intelligence Review, 2024, ISSN 1573-7462
Wydawca: Springer
DOI: 10.1007/s10462-024-10952-7

Generative AI Literacy: Twelve Defining Competencies

Autorzy: Annapureddy, Ravinithesh; Fornaroli, Alessandro; Gatica-Perez, Daniel
Opublikowane w: ACM Digital Government: Research and Practice, 2024, ISSN 2639-0175
Wydawca: ACM
DOI: 10.1145/3685680

Learning Neural Free-Energy Functionals with Pair-Correlation Matching

Autorzy: Jacobus Dijkman, Marjolein Dijkstra, René van Roij, Max Welling, Jan-Willem van de Meent, Bernd Ensing
Opublikowane w: Physical Review Letters, Numer 134, 2025, ISSN 0031-9007
Wydawca: American Physical Society (APS)
DOI: 10.1103/PHYSREVLETT.134.056103

Cooperative Online Learning with Feedback Graphs

Autorzy: Cesa-Bianchi, Nicolò; Cesari, Tommaso; Della Vecchia, Riccardo
Opublikowane w: Transactions on Machine Learning Research, 2024, ISSN 2835-8856
Wydawca: TMLR
DOI: 10.48550/arXiv.2106.04982

Selecting Images With Entropy for Frugal Knowledge Distillation

Autorzy: Michail Kinnas, John Violos, Nikolaos Ioannis Karapiperis, Ioannis Kompatsiaris
Opublikowane w: IEEE Access, Numer 13, 2025, ISSN 2169-3536
Wydawca: 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

Autorzy: Ye Zhu, Yu Wu, Nicu Sebe, Yan Yan
Opublikowane w: IEEE Transactions on Pattern Analysis and Machine Intelligence, Numer 46, 2024, ISSN 0162-8828
Wydawca: 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

Autorzy: 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
Opublikowane w: Nature Human Behaviour, Numer 8, 2024, ISSN 2397-3374
Wydawca: Springer Science and Business Media LLC
DOI: 10.1038/S41562-023-01755-X

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

Autorzy: Federico Ceola; Lorenzo Rosasco; Lorenzo Natale
Opublikowane w: IEEE Robotics and Automation Letters, 2024, ISSN 2377-3766
Wydawca: IEEE
DOI: 10.48550/arxiv.2401.14858

Augmentation-aware self-supervised learning with conditioned projector

Autorzy: Przewięźlikowski, Marcin; Pyla, Mateusz; Zieliński, Bartosz; Twardowski, Bartłomiej; Tabor, Jacek; Śmieja, Marek
Opublikowane w: Knowledge-Based Systems, 2024, ISSN 1872-7409
Wydawca: ELSEVIER
DOI: 10.5281/zenodo.14410199

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

Autorzy: Wenhao Li, Mengyuan Liu, Hong Liu, Bin Ren, Xia Li, Yingxuan You, Nicu Sebe
Opublikowane w: IEEE Transactions on Image Processing, Numer 34, 2025, ISSN 1057-7149
Wydawca: 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

Autorzy: Philipp Koch, Viktor Stojkoski, César A. Hidalgo
Opublikowane w: Regional Studies, Numer 58, 2024, ISSN 0034-3404
Wydawca: Informa UK Limited
DOI: 10.1080/00343404.2023.2275571

Estimating digital product trade through corporate revenue data

Autorzy: Viktor Stojkoski, Philipp Koch, Eva Coll, César A. Hidalgo
Opublikowane w: Nature Communications, Numer 15, 2024, ISSN 2041-1723
Wydawca: Springer Science and Business Media LLC
DOI: 10.1038/S41467-024-49141-Z

Spatial entropy as an inductive bias for vision transformers

Autorzy: Elia Peruzzo; Enver Sangineto; Yahui Liu; Marco De Nadai; Wei Bi; Bruno Lepri; Nicu Sebe
Opublikowane w: Machine Learning, Numer 113(9): 6945–6975, 2024, ISSN 1573-0565
Wydawca: Springer
DOI: 10.48550/arxiv.2206.04636

Stochastic zeroth order descent with structured directions

Autorzy: Marco Rando; Cesare Molinari; Silvia Villa; Lorenzo Rosasco
Opublikowane w: Computational Optimization and Applications, 2024, ISSN 1573-2894
Wydawca: Springer
DOI: 10.48550/arxiv.2206.05124

Collaboration between artificial intelligence and Earth science communities for mutual benefit

Autorzy: 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
Opublikowane w: Nature Geoscience, 2024, ISSN 1752-0908
Wydawca: Nat. Geosci.
DOI: 10.1038/S41561-024-01550-X

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

Autorzy: Wenhao Li, Mengyuan Liu, Hong Liu, Tianyu Guo, Ti Wang, Hao Tang, Nicu Sebe
Opublikowane w: Pattern Recognition, Numer 158, 2024, ISSN 0031-3203
Wydawca: Elsevier BV
DOI: 10.1016/j.patcog.2024.110925

Automatic Classification and Visualization of Text Data on Rare Diseases

Autorzy: Luis Rei; Joao Pita Costa; Tanja Zdolšek Draksler
Opublikowane w: Journal of Personalized Medicine, 2024, ISSN 2075-4426
Wydawca: MDPI
DOI: 10.3390/JPM14050545

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

Autorzy: Todoran, Alexandru-Raul; Leordeanu, Marius
Opublikowane w: 2024
Wydawca: arXiv
DOI: 10.48550/arxiv.2402.08035

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

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

Information Capacity Regret Bounds for Bandits with Mediator Feedback

Autorzy: Eldowa, Khaled; Cesa-Bianchi, Nicolò; Metelli, Alberto Maria; Restelli, Marcello
Opublikowane w: 2024
Wydawca: arXiv
DOI: 10.48550/arxiv.2402.10282

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

Autorzy: Costea, Dragos; Marcu, Alina; Lazar, Cristina; Leordeanu, Marius
Opublikowane w: 2024
Wydawca: arXiv
DOI: 10.48550/arxiv.2402.06385

Is Mamba Capable of In-Context Learning?

Autorzy: Grazzi, Riccardo; Siems, Julien; Schrodi, Simon; Brox, Thomas; Hutter, Frank
Opublikowane w: 2024
Wydawca: arXiv
DOI: 10.48550/arxiv.2402.03170

Token Recycling for Efficient Sequential Inference with Vision Transformers

Autorzy: Olszewski, Jan; Rymarczyk, Dawid; Wójcik, Piotr; Pach, Mateusz; Zieliński, Bartosz
Opublikowane w: 2023
Wydawca: ArXiv
DOI: 10.48550/arxiv.2311.15335

Rezultaty

Publikacje

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