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

€ 11 030 575,01

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 (58)

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

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: 10.48550/ARXIV.2310.12370

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

Novel Class Discovery for Ultra-Fine-Grained Visual Categorization

Author(s): Liu, Yu; Cai, Yaqi; Jia, Qi; Qiu, Binglin; Wang, Weimin; Pu, Nan
Published in: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Publisher: IEEE
DOI: 10.48550/ARXIV.2405.06283

Iterative Explainability for Weakly Supervised Segmentation in Medical PE Detection

Author(s): Condrea, Florin; Rapaka, Saikiran; Leordeanu, Marius
Published in: 2024, ISSN 1876-1100
Publisher: Springer
DOI: 10.48550/ARXIV.2412.07384

Linear Bandits with Memory

Author(s): Giulia Clerici; Pierre Laforgue; N. Cesa Bianchi
Published in: Trans. Mach. Learn. Res., 2024
Publisher: TMLR
DOI: 10.5281/ZENODO.13880461

TORE: Token Recycling in Vision Transformers for Efficient Active Visual Exploration

Author(s): Olszewski, Jan; Rymarczyk, Dawid; Wójcik, Piotr; Pach, Mateusz; Zieliński, Bartosz
Published in: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025
Publisher: IEEE
DOI: 10.48550/ARXIV.2311.15335

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

Is Multiple Object Tracking a Matter of Specialization?

Author(s): Gianluca Mancusi; Mattia Bernardi; Aniello Panariello; Angelo Porrello; Rita Cucchiara; Simone Calderara
Published in: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Publisher: NeurIPS
DOI: 10.48550/ARXIV.2411.00553

Finding the PG schema of any (semi)structured dataset: a tale of graphs and abstraction

Author(s): Barret, Nelly; Enache, Tudor; Manolescu, Ioana; Mohanty, Madhulika
Published in: 2024 IEEE 40th International Conference on Data Engineering Workshops (ICDEW), 2024
Publisher: IEEE
DOI: 10.1109/ICDEW61823.2024.00055

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

MassSpecGym: A benchmark for the discovery and identification of molecules

Author(s): Bushuiev, Roman; Bushuiev, Anton; de Jonge, Niek F.; Young, Adamo; Kretschmer, Fleming; Samusevich, Raman; Heirman, Janne; Wang, Fei; Zhang, Luke; Dührkop, Kai; Ludwig, Marcus; Haupt, Nils A.; Kalia, Apurva; Brungs, Corinna; Schmid, Robin; Greiner, Russell; Wang, Bo; Wishart, David S.; Liu, Li Ping; Rousu, Juho; Bittremieux, Wout; Rost, Hannes; Mak, Tytus D.; Hassoun, Soha; Huber, Florian; van der Hooft, Justin J.J.; Stravs, Michael A.; Böcker, Sebastian; Sivic, Josef; Pluskal, Tomáš
Published in: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Publisher: NeurIPS
DOI: 10.48550/ARXIV.2410.23326

Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers

Author(s): Dipam Goswami; Bartlomiej Twardowski; Joost van de Weijer 0001
Published in: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2024, ISSN 2160-7516
Publisher: IEEE
DOI: 10.48550/ARXIV.2404.06622

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

Online Bayesian Persuasion Without a Clue

Author(s): Francesco Bacchiocchi; Matteo Bollini; Matteo Castiglioni; Alberto Marchesi 0001; Nicola Gatti 0001
Published in: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Publisher: NeurIPS
DOI: 10.48550/ARXIV.2411.06141

Beyond Grids: Exploring Elastic Input Sampling for Vision Transformers

Author(s): Pardyl, Adam; Kurzejamski, Grzegorz; Olszewski, Jan; Trzciński, Tomasz; Zieliński, Bartosz
Published in: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025
Publisher: IEEE
DOI: 10.48550/ARXIV.2309.13353

Automatic Gain Tuning for Humanoid Robots Walking Architectures Using Gradient-Free Optimization Techniques

Author(s): Sartore C.; Rando M.; Romualdi G.; Molinari C.; Rosasco L.; Pucci D.
Published in: 2024 IEEE-RAS 23rd International Conference on Humanoid Robots (Humanoids), 2024
Publisher: IEEE
DOI: 10.48550/ARXIV.2409.18649

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

Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning

Author(s): Goswami, Dipam; Soutif–Cormerais, Albin; Yuyang, Liu; Sandesh, Kamath; Twardowski, Bartłomiej; van de Weijer, Joost
Published in: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024, ISSN 2575-7075
Publisher: IEEE
DOI: 10.5281/ZENODO.12544248

Prototypical Hash Encoding for On-the-Fly Fine-Grained Category Discovery

Author(s): Haiyang Zheng; Nan Pu; Wenjing Li; Nicu Sebe; Zhun Zhong
Published in: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Publisher: NeurIPS
DOI: 10.48550/ARXIV.2410.19213

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

LumiGauss: Relightable Gaussian Splatting in the Wild

Author(s): Joanna Kaleta; Kacper Kania; Tomasz Trzcinski; Marek Kowalski
Published in: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025
Publisher: IEEE
DOI: 10.48550/ARXIV.2408.04474

ShowHowTo: Generating Scene-Conditioned Step-by-Step Visual Instructions

Author(s): Tomás Soucek; Prajwal Gatti; Michael Wray; Ivan Laptev; Dima Damen; Josef Sivic
Published in: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025
Publisher: IEEE
DOI: 10.48550/ARXIV.2412.01987

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

Till the Layers Collapse: Compressing a Deep Neural Network Through the Lenses of Batch Normalization Layers.

Author(s): Liao, Zhu; Hezbri, Nour; Quétu, Victor; Nguyen, Van-Tam; Tartaglione, Enzo
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2025
Publisher: AAAI
DOI: 10.48550/ARXIV.2412.15077

Federated Generalized Category Discovery

Author(s): Pu, Nan; Li, Wenjing; Ji, Xingyuan; Qin, Yalan; Sebe, Nicu; Zhong, Zhun
Published in: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Publisher: IEEE
DOI: 10.5281/ZENODO.12627450

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

Agent-Designed Contracts: How to Sell Hidden Actions

Author(s): Martino Bernasconi; Matteo Castiglioni; Andrea Celli
Published in: Proceedings of the 25th ACM Conference on Economics and Computation, 2024
Publisher: ACM
DOI: 10.1145/3670865.3673640

Time Can Invalidate Algorithmic Recourse

Author(s): Giovanni De Toni; Stefano Teso; Bruno Lepri; Andrea Passerini
Published in: Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency, 2025
Publisher: ACM
DOI: 10.48550/ARXIV.2410.08007

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

Author(s): Xuexun Liu; Xiaoxu Xu; Jinlong Li 0003; Qiudan Zhang; Xu Wang 0006; Nicu Sebe; Lin Ma 0002
Published in: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Publisher: NeurIPS
DOI: 10.48550/ARXIV.2410.13294

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

Augmenting the availability of historical GDP per capita estimates through machine learning

Author(s): Philipp Koch; Viktor Stojkoski; César A. Hidalgo
Published in: Proceedings of the National Academy of Sciences, 2024, ISSN 1091-6490
Publisher: National Academy of Sciences
DOI: 10.48550/ARXIV.2505.09399

SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks

Author(s): Vincze, Mátyás; Ferrarotti, Laura; Custode, Leonardo Lucio; Lepri, Bruno; Iacca, Giovanni
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, 2025, ISSN 2374-3468
Publisher: AAAI Press
DOI: 10.48550/ARXIV.2412.13053

Multi-Agent Contract Design beyond Binary Actions

Author(s): Federico Cacciamani; Martino Bernasconi; Matteo Castiglioni; Nicola Gatti 0001
Published in: Proceedings of the 25th ACM Conference on Economics and Computation, 2024
Publisher: ACM
DOI: 10.1145/3670865.3673633

Sparsity-Agnostic Linear Bandits with Adaptive Adversaries

Author(s): Tianyuan Jin; Kyoungseok Jang; N. Cesa Bianchi
Published in: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Publisher: NeurIPS
DOI: 10.48550/ARXIV.2406.01192

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

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: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Publisher: NeurIPS
DOI: 10.48550/ARXIV.2409.18265

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

OpenBias: Open-Set Bias Detection in Text-to-Image Generative Models

Author(s): D'Incà, Moreno; Peruzzo, Elia; Mancini, Massimiliano; Xu, Dejia; Goe, Vidit; Xu, Xingqian; Wang, Zhangyang; Shi, Humphrey; Sebe, Nicu
Published in: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Publisher: IEEE
DOI: 10.48550/ARXIV.2404.07990

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

DeCLIP: Decoding CLIP Representations for Deepfake Localization

Author(s): Stefan Smeu; Elisabeta Oneata; Dan Oneata
Published in: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025
Publisher: IEEE
DOI: 10.48550/ARXIV.2409.08849

Peer reviewed articles (38)

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

Cortico-Muscular Phase Connectivity During an Isometric Knee Extension Task in People With Early Parkinson’s Disease

Author(s): Nina Omejc; Tomislav Stankovski; Manca Peskar; Miloš Kalc; Paolo Manganotti; Klaus Gramann; Sašo Džeroski; Uros Marusic
Published in: IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2025, ISSN 1558-0210
Publisher: IEEE
DOI: 10.1109/TNSRE.2025.3527578

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

What is beautiful is still good: the attractiveness halo effect in the era of beauty filters

Author(s): Aditya Gulati; Marina Martinez-Garcia; Daniel Fernandez; Miguel Angel Lozano; Bruno Lepri; Nuria Oliver
Published in: Royal Society Open Science, 2024, ISSN 2054-5703
Publisher: The Royal Society
DOI: 10.21203/RS.3.RS-4698268/V1

Physical partisan proximity outweighs online ties in predicting US voting outcomes

Author(s): Tonin, Marco; Lepri, Bruno; Tizzoni, Michele
Published in: PNAS Nexus, 2025, ISSN 2752-6542
Publisher: Oxford University
DOI: 10.48550/ARXIV.2407.12146

Anti-Forgetting Adaptation for Unsupervised Person Re-Identification

Author(s): Hao Chen 0061; François Brémond; Nicu Sebe; Shiliang Zhang
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024, ISSN 1939-3539
Publisher: IEEE
DOI: 10.32388/O3VW3J

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

A New Formulation for Zeroth-Order Optimization of Adversarial EXEmples in Malware Detection

Author(s): Marco Rando; Luca Demetrio; Lorenzo Rosasco; Fabio Roli
Published in: IEEE Transactions on Information Forensics and Security, 2025, ISSN 1556-6021
Publisher: IEEE
DOI: 10.48550/ARXIV.2405.14519

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

Nature Communications

Author(s): Camps Valls, Gustau; Fernández Torres, Miguel-Ángel; Cohrs, Kai-Hendrik; Prapas, Ioannis; Pérez Aracil, Jorge; Gonzalez Calabuig, Maria; Pellicer Valero, Oscar José; Kondylatos, Spyros; Salcedo Sanz, Sancho; Williams, Tristan
Published in: Nature Communications, 2025, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/S41467-025-56573-8

MolMix: A Simple Yet Effective Baseline for Multimodal Molecular Representation Learning

Author(s): Andrei Manolache; Dragos Tantaru; Mathias Niepert
Published in: CoRR, 2024, ISSN 2331-8422
Publisher: arXiv
DOI: 10.48550/ARXIV.2410.07981

Helpful, harmless, honest? Sociotechnical limits of AI alignment and safety through Reinforcement Learning from Human Feedback

Author(s): Adam Dahlgren Lindström; Leila Methnani; Lea Krause; Petter Ericson; Íñigo Martinez de Rituerto de Troya; Dimitri Coelho Mollo; Roel Dobbe
Published in: Ethics and Information Technology, 2025, ISSN 1572-8439
Publisher: Springer Nature
DOI: 10.1007/S10676-025-09837-2

Grounded Video Caption Generation

Author(s): Evangelos Kazakos; Cordelia Schmid; Josef Sivic
Published in: CoRR, 2024, ISSN 2331-8422
Publisher: arXiv
DOI: 10.48550/ARXIV.2411.07584

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

RankFeat&RankWeight: Rank-1 Feature/Weight Removal for Out-of-Distribution Detection

Author(s): Song, Yue; Wang, Wei; Sebe, Niculae
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025, ISSN 1939-3539
Publisher: IEEE
DOI: 10.48550/ARXIV.2311.13959

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

Nature Communications

Author(s): Ma, Fengmei; Wang, Heming; Tzachor, Asaf; Hidalgo, César; Schandl, Heinz; Zhang, Yue; Zhang, Jingling; Chen, Wei-Qiang; Zhao, Yanzhi; Zhu, Yong-Guan; Fu, Bojie
Published in: Nature Communications, 2025, ISSN 2041-1723
Publisher: Springer Nature
DOI: 10.1038/S41467-025-56076-6

Do LLMs suffer from Multi-Party Hangover? A Diagnostic Approach to Addressee Recognition and Response Selection in Conversations

Author(s): Penzo, Nicolò; Sajedinia, Maryam; Lepri, Bruno; Tonelli, Sara; Guerini, Marco
Published in: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024, ISSN 1530-9312
Publisher: Association for Computational Linguistics
DOI: 10.48550/ARXIV.2409.18602

IEEE Access

Author(s): Ciro Beneduce; Bruno Lepri; Massimiliano Luca
Published in: IEEE Access, 2025, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.48550/ARXIV.2405.20962

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

Improved Regret Bounds for Bandits with Expert Advice

Author(s): N. Cesa Bianchi; Khaled Eldowa; Emmanuel Esposito; Julia Olkhovskaya
Published in: Journal of Artificial Intelligence Research, 2025, ISSN 1943-5037
Publisher: AI Access Foundation
DOI: 10.48550/ARXIV.2406.16802

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

Counting Subgraphs in Somewhere Dense Graphs

Author(s): Marco Bressan 0002; Leslie Ann Goldberg; Kitty Meeks; Marc Roth
Published in: SIAM Journal on Computing, 2024, ISSN 1095-7111
Publisher: SIAM
DOI: 10.48550/ARXIV.2209.03402

Book chapters (6)

Deep Sketched Output Kernel Regression for Structured Prediction

Author(s): Tamim El Ahmad; Junjie Yang; Pierre Laforgue; Florence d'Alché-Buc
Published in: Lecture Notes in Computer Science ISBN: 9783031703515, 2024
Publisher: Springer
DOI: 10.48550/ARXIV.2406.09253

Safe-CLIP: Removing NSFW Concepts from Vision-and-Language Models

Author(s): Poppi, Samuele; Poppi, Tobia; Cocchi, Federico; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Published in: Lecture Notes in Computer Science ISBN: 9783031736674, 2024
Publisher: Springer
DOI: 10.5281/ZENODO.14015236

Zero-Waste Machine Learning

Author(s): Tomasz Trzcinski; Bartlomiej Twardowski; Bartosz Zielinski 0001; Kamil Adamczewski; Bartosz Wójcik
Published in: Frontiers in Artificial Intelligence and Applications ISBN: 9781643685489, 2024
Publisher: IOS Press
DOI: 10.3233/FAIA240466

A Deep Cut Into Split Federated Self-Supervised Learning

Author(s): Marcin Przewiezlikowski; Marcin Osial; Bartosz Zielinski 0001; Marek Smieja
Published in: Lecture Notes in Computer Science ISBN: 9783031703430, 2024
Publisher: Springer
DOI: 10.48550/ARXIV.2406.08267

Unlearning Vision Transformers Without Retaining Data via Low-Rank Decompositions

Author(s): Poppi, Samuele; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Published in: Lecture Notes in Computer Science ISBN: 9783031781216, 2024
Publisher: Springer
DOI: 10.5281/ZENODO.14031683

Optimizing Resource Consumption in Diffusion Models Through Hallucination Early Detection

Author(s): Betti, Federico; Baraldi, Lorenzo; Baraldi, Lorenzo; Cucchiara, Rita; Sebe, Nicu
Published in: Lecture Notes in Computer Science ISBN: 9783031919787, 2025, ISSN 1611-3349
Publisher: Springer Cham
DOI: 10.48550/ARXIV.2409.10597

Other (4)

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

A Characterization Theorem for Equivariant Networks with Point-wise Activations

Author(s): Marco Pacini; Xiaowen Dong; Bruno Lepri; Gabriele Santin
Published in: CoRR, 2024

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