European Lighthouse of AI for Sustainability

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

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

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: 10.48550/ARXIV.2310.12370

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

Novel Class Discovery for Ultra-Fine-Grained Visual Categorization

Autores: Liu, Yu; Cai, Yaqi; Jia, Qi; Qiu, Binglin; Wang, Weimin; Pu, Nan
Publicado en: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Editor: IEEE
DOI: 10.48550/ARXIV.2405.06283

Iterative Explainability for Weakly Supervised Segmentation in Medical PE Detection

Autores: Condrea, Florin; Rapaka, Saikiran; Leordeanu, Marius
Publicado en: 2024, ISSN 1876-1100
Editor: Springer
DOI: 10.48550/ARXIV.2412.07384

Linear Bandits with Memory

Autores: Giulia Clerici; Pierre Laforgue; N. Cesa Bianchi
Publicado en: Trans. Mach. Learn. Res., 2024
Editor: TMLR
DOI: 10.5281/ZENODO.13880461

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

Autores: Olszewski, Jan; Rymarczyk, Dawid; Wójcik, Piotr; Pach, Mateusz; Zieliński, Bartosz
Publicado en: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025
Editor: IEEE
DOI: 10.48550/ARXIV.2311.15335

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

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

Autores: Goswami, Dipam; Soutif–Cormerais, Albin; Yuyang, Liu; Sandesh, Kamath; Twardowski, Bartłomiej; van de Weijer, Joost
Publicado en: The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Editor: IEEE
DOI: 10.5281/ZENODO.12544249

A Characterization Theorem for Equivariant Networks with Point-wise Activations

Autores: M. Pacini, X. Dong, B. Lepri, and G. Santin
Publicado en: International Conference on Learning Representations 2024 (ICLR 2024)
Editor: ICLR
DOI: 10.48550/ARXIV.2401.09235

Best-of-Both-Worlds Algorithms for Linear Contextual Bandits

Autores: Kuroki, Yuko; Rumi, Alberto; Tsuchiya, Taira; Vitale, Fabio; Cesa-Bianchi, Nicolò
Publicado en: Aritifical Intelligence and Statistics Conference (AISTATS) 2024
Editor: PMLR
DOI: 10.5281/ZENODO.13880712

A Lie Group Approach to Riemannian Normalization for SPD Neural Networks

Autores: Z. Chen, Y. Song, Y. Liu, and N. Sebe
Publicado en: International Conference on Learning Representations (ICLR)
Editor: ICLR
DOI: 10.48550/ARXIV.2403.11261

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

Is Multiple Object Tracking a Matter of Specialization?

Autores: Gianluca Mancusi; Mattia Bernardi; Aniello Panariello; Angelo Porrello; Rita Cucchiara; Simone Calderara
Publicado en: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Editor: NeurIPS
DOI: 10.48550/ARXIV.2411.00553

A deep cut into Split Federated Self-supervised Learning

Autores: Przewięźlikowski, Marcin; Osial, Marcin; Zieliński, Bartosz; Śmieja, Marek
Publicado en: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)
Editor: Springer
DOI: 10.5281/ZENODO.12546665

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

Autores: Barret, Nelly; Enache, Tudor; Manolescu, Ioana; Mohanty, Madhulika
Publicado en: 2024 IEEE 40th International Conference on Data Engineering Workshops (ICDEW), 2024
Editor: IEEE
DOI: 10.1109/ICDEW61823.2024.00055

Revisiting Supervision for Continual Representation Learning

Autores: Marczak, Daniel; Cygert, Sebastian; Trzciński, Tomasz; Twardowski, Bartłomiej
Publicado en: The 18th European Conference on Computer Vision (ECCV)
Editor: Springer
DOI: 10.5281/ZENODO.13841791

On the Brazilian Observatory for Artificial Intelligence

Autores: Rafael Meira Silva, Cristina Godoy Oliveira, Luiz Costa, Joao Paulo Candia Vieira and Joao Pita Costa
Publicado en: In Proceedings of the SIKDD 2024
Editor: Jožef Stefan Instutute
DOI: 10.70314/IS.2024.SIKDD.18

FairShap: A Data Re-weighting Approach for Algorithmic Fairness based on Shapley Values

Autores: Adrian, Rodriguez; Oliver, Nuria
Publicado en: ICLR 2024 workshop on Data-centric Machine Learning Research (DMLR)
Editor: ICLR
DOI: 10.48550/ARXIV.2303.01928

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

Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery

Autores: Rypeść, Grzegorz; Marczak, Daniel; Cygert, Sebastian; Trzciński, Tomasz; Twardowski, Bartłomiej
Publicado en: The 18th European Conference on Computer Vision (ECCV)
Editor: Springer Science+Business Media
DOI: 10.5281/ZENODO.13833979

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

Training-Free Open-Vocabulary Segmentation with Offline Diffusion-Augmented Prototype Generation

Autores: Barsellotti, Luca; Amoroso, Roberto; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Publicado en: CVF/IEEE International Conference on Computer Vision and Pattern Recognitiom (CVPR)
Editor: IEEE
DOI: 10.1109/CVPR52733.2024.00354

MassSpecGym: A benchmark for the discovery and identification of molecules

Autores: 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
Publicado en: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Editor: NeurIPS
DOI: 10.48550/ARXIV.2410.23326

MagMax: Leveraging Model Merging for Seamless Continual Learning

Autores: Marczak, Daniel; Twardowski, Bartłomiej; Trzciński, Tomasz; Cygert, Sebastian
Publicado en: The 18th European Conference on Computer Vision (ECCV)
Editor: Springer
DOI: 10.5281/ZENODO.13850756

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

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

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

Online Bayesian Persuasion Without a Clue

Autores: Francesco Bacchiocchi; Matteo Bollini; Matteo Castiglioni; Alberto Marchesi 0001; Nicola Gatti 0001
Publicado en: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Editor: NeurIPS
DOI: 10.48550/ARXIV.2411.06141

Beyond Grids: Exploring Elastic Input Sampling for Vision Transformers

Autores: Pardyl, Adam; Kurzejamski, Grzegorz; Olszewski, Jan; Trzciński, Tomasz; Zieliński, Bartosz
Publicado en: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025
Editor: IEEE
DOI: 10.48550/ARXIV.2309.13353

Personalized Instance-based Navigation Toward User-Specific Objects in Realistic Environments

Autores: Barsellotti, Luca; Bigazzi, Roberto; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Publicado en: Thirty-Eighth Annual Conference on Neural Information Processing Systems
Editor: NeurIPS
DOI: 10.5281/ZENODO.14031716

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

Autores: Sartore C.; Rando M.; Romualdi G.; Molinari C.; Rosasco L.; Pucci D.
Publicado en: 2024 IEEE-RAS 23rd International Conference on Humanoid Robots (Humanoids), 2024
Editor: IEEE
DOI: 10.48550/ARXIV.2409.18649

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

Linear Bandits with Memory

Autores: CLERICI, GIULIA; Laforgue, Pierre; Cesa-Bianchi, Nicolò Antonio
Publicado en: Transactions on Machine Learning Research, ISSN 2835-8856
Editor: TMLR
DOI: 10.5281/ZENODO.13880461

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

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

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

Autores: Haiyang Zheng; Nan Pu; Wenjing Li; Nicu Sebe; Zhun Zhong
Publicado en: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Editor: NeurIPS
DOI: 10.48550/ARXIV.2410.19213

Structural Group Unfairness: Measurement and Mitigation by means of the Effective Resistance

Autores: A. Arnaiz-Rodriguez, G. Curto and N. Oliver
Publicado en: WWW 2024 workshop on Trustworthy Learning on Graphs (TrustLOG)
Editor: ACM

Optimizing Resource Consumption in Diffusion Models through Hallucination Early Detection

Autores: Betti, Federico; Baraldi, Lorenzo; Baraldi, Lorenzo; Cucchiara, Rita; Sebe, Nicu
Publicado en: European Conference on Computer Vision Workshops
Editor: Springer
DOI: 10.5281/ZENODO.14031722

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

LumiGauss: Relightable Gaussian Splatting in the Wild

Autores: Joanna Kaleta; Kacper Kania; Tomasz Trzcinski; Marek Kowalski
Publicado en: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025
Editor: IEEE
DOI: 10.48550/ARXIV.2408.04474

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

Autores: Tomás Soucek; Prajwal Gatti; Michael Wray; Ivan Laptev; Dima Damen; Josef Sivic
Publicado en: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025
Editor: IEEE
DOI: 10.48550/ARXIV.2412.01987

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

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

Autores: Liao, Zhu; Hezbri, Nour; Quétu, Victor; Nguyen, Van-Tam; Tartaglione, Enzo
Publicado en: Proceedings of the AAAI Conference on Artificial Intelligence, 2025
Editor: AAAI
DOI: 10.48550/ARXIV.2412.15077

Federated Generalized Category Discovery

Autores: Pu, Nan; Li, Wenjing; Ji, Xingyuan; Qin, Yalan; Sebe, Nicu; Zhong, Zhun
Publicado en: 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
Editor: IEEE
DOI: 10.5281/ZENODO.12627450

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

On the Minimax Regret for Online Learning with Feedback Graphs

Autores: Eldowa, Khaled; Esposito, Emmanuel; Cesari, Tommaso; Cesa-Bianchi, Nicolò
Publicado en: Neural Information Processing Systems (NeurIPS) 2023
Editor: NeurIPS
DOI: 10.5281/ZENODO.13880646

Agent-Designed Contracts: How to Sell Hidden Actions

Autores: Martino Bernasconi; Matteo Castiglioni; Andrea Celli
Publicado en: Proceedings of the 25th ACM Conference on Economics and Computation, 2024
Editor: ACM
DOI: 10.1145/3670865.3673640

Sparsity-agnostic linear bandits with adaptive adversaries.

Autores: Tianyuan, Jin; Jang, Kyoungseok; Cesa-Bianchi, Nicolò
Publicado en: Neural Information Processing Systems
Editor: NEURIPS
DOI: 10.48550/ARXIV.2406.01192

Time Can Invalidate Algorithmic Recourse

Autores: Giovanni De Toni; Stefano Teso; Bruno Lepri; Andrea Passerini
Publicado en: Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency, 2025
Editor: ACM
DOI: 10.48550/ARXIV.2410.08007

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

Autores: Xuexun Liu; Xiaoxu Xu; Jinlong Li 0003; Qiudan Zhang; Xu Wang 0006; Nicu Sebe; Lin Ma 0002
Publicado en: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Editor: NeurIPS
DOI: 10.48550/ARXIV.2410.13294

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

Towards Optimal Trade-offs in Knowledge Distillation for CNNs and Vision Transformers at the Edge

Autores: John Violos, Symeon Papadopoulos, Ioannis Kompatsiaris
Publicado en: 32nd EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO)
Editor: IEEE Xplore
DOI: 10.5281/ZENODO.12510505

Efficient Algorithms for Learning Monophonic Halfspaces in Graphs

Autores: Bressan, Marco; Esposito, Emmanuel; Thiessen, Maximilian
Publicado en: Proceedings of Machine Learning Research
Editor: PMLR
DOI: 10.48550/ARXIV.2405.00853

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

Autores: Philipp Koch; Viktor Stojkoski; César A. Hidalgo
Publicado en: Proceedings of the National Academy of Sciences, 2024, ISSN 1091-6490
Editor: National Academy of Sciences
DOI: 10.48550/ARXIV.2505.09399

Novel Class Discovery for Ultra-Fine-Grained Visual Categorization

Autores: Liu, Yu; Cai, Yaqi; Jia, Qi; Qiu, Binglin; Wang, Weimin; Pu, Nan
Publicado en: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Editor: IEEE
DOI: 10.1109/CVPR52733.2024.01674

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

Autores: Poppi, Samuele; Poppi, Tobia; Cocchi, Federico; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Publicado en: European Conference on Computer Vision
Editor: Springer
DOI: 10.5281/ZENODO.14015236

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

Autores: Vincze, Mátyás; Ferrarotti, Laura; Custode, Leonardo Lucio; Lepri, Bruno; Iacca, Giovanni
Publicado en: Proceedings of the AAAI Conference on Artificial Intelligence, 2025, ISSN 2374-3468
Editor: AAAI Press
DOI: 10.48550/ARXIV.2412.13053

Multi-Agent Contract Design beyond Binary Actions

Autores: Federico Cacciamani; Martino Bernasconi; Matteo Castiglioni; Nicola Gatti 0001
Publicado en: Proceedings of the 25th ACM Conference on Economics and Computation, 2024
Editor: ACM
DOI: 10.1145/3670865.3673633

Sparsity-Agnostic Linear Bandits with Adaptive Adversaries

Autores: Tianyuan Jin; Kyoungseok Jang; N. Cesa Bianchi
Publicado en: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Editor: NeurIPS
DOI: 10.48550/ARXIV.2406.01192

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

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

Autores: Rypeść, Grzegorz; Cygert, Sebastian; Trzcinski, Tomasz; Twardowski, Bartłomiej
Publicado en: Advances in Neural Information Processing Systems 37, 2024, ISSN 1049-5258
Editor: NeurIPS
DOI: 10.48550/ARXIV.2409.18265

A Theory of Interpretable Approximations

Autores: Bressan, Marco; Cesa-Bianchi, Nicolò; Esposito, Emmanuel; Mansour, Yishay; Moran, Shay; Thiessen, Maximilian
Publicado en: 37th Annual Conference on Learning Theory (COLT) 2024
Editor: PMLR
DOI: 10.48550/ARXIV.2406.10529

Towards generalisable and calibrated audio deepfake detection with self-supervised representations

Autores: Octavian Pascu, Adriana Stan, Dan Oneata, Elisabeta Oneata, Horia Cucu
Publicado en: Interspeech 2024
Editor: ISCA
DOI: 10.5281/ZENODO.12526793

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

Autores: Zheng, H., Pu, N., Li, W., Sebe, N., & Zhong, Z.
Publicado en: Neural Information Processing Systems (NeurIPS)
Editor: NeurIPS
DOI: 10.48550/ARXIV.2410.19213

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

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

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

Evaluating the Prompt Steerability of Large Language Models

Autores: Miehling, Erik; Desmond, Michael; Natesan Ramamurthy, Karthikeyan; Daly, Elizabeth; Dognin, Pierre; Rios, Jesus; Bouneffouf, Djallel; Liu, Miao
Publicado en: Pluralistic Alignment Workshop
Editor: NeurIPS
DOI: 10.48550/ARXIV.2411.12405

Federated Generalized Category Discovery

Autores: Pu, N.; Li, W.; Ji, X.; Qin, Y.; Sebe, N.; Zhong, Z.
Publicado en: IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Editor: IEEE
DOI: 10.5281/ZENODO.11865219

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

Unlearning Vision Transformers without Retaining Data via Low-Rank Decompositions

Autores: Poppi, Samuele; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Publicado en: IEEE Intelligent Systems
Editor: IEEE
DOI: 10.5281/ZENODO.14031683

DeCLIP: Decoding CLIP Representations for Deepfake Localization

Autores: Stefan Smeu; Elisabeta Oneata; Dan Oneata
Publicado en: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2025
Editor: IEEE
DOI: 10.48550/ARXIV.2409.08849

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

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

Autores: Nina Omejc; Tomislav Stankovski; Manca Peskar; Miloš Kalc; Paolo Manganotti; Klaus Gramann; Sašo Džeroski; Uros Marusic
Publicado en: IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2025, ISSN 1558-0210
Editor: IEEE
DOI: 10.1109/TNSRE.2025.3527578

Personalized algorithmic recourse with preference elicitation

Autores: G. De Toni, P. Viappiani, S. Teso, B. Lepri, and A. Passerini
Publicado en: Transactions on Machine Learning Research, ISSN 2835-8856
Editor: TMLR
DOI: 10.48550/ARXIV.2205.13743

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

Regret Analysis of Bilateral Trade with a Smoothed Adversary

Autores: Nicolò Cesa-Bianchi, Tommaso Cesari, Roberto Colomboni, Federico Fusco, Stefano Leonardi
Publicado en: Journal of Machine Learning Research, ISSN 1533-7928
Editor: JMLR
DOI: 10.5281/ZENODO.13897756

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

Autores: Aditya Gulati; Marina Martinez-Garcia; Daniel Fernandez; Miguel Angel Lozano; Bruno Lepri; Nuria Oliver
Publicado en: Royal Society Open Science, 2024, ISSN 2054-5703
Editor: The Royal Society
DOI: 10.21203/RS.3.RS-4698268/V1

Physical partisan proximity outweighs online ties in predicting US voting outcomes

Autores: Tonin, Marco; Lepri, Bruno; Tizzoni, Michele
Publicado en: PNAS Nexus, 2025, ISSN 2752-6542
Editor: Oxford University
DOI: 10.48550/ARXIV.2407.12146

Anti-Forgetting Adaptation for Unsupervised Person Re-Identification

Autores: Hao Chen 0061; François Brémond; Nicu Sebe; Shiliang Zhang
Publicado en: IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024, ISSN 1939-3539
Editor: IEEE
DOI: 10.32388/O3VW3J

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

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

Autores: Marco Rando; Luca Demetrio; Lorenzo Rosasco; Fabio Roli
Publicado en: IEEE Transactions on Information Forensics and Security, 2025, ISSN 1556-6021
Editor: IEEE
DOI: 10.48550/ARXIV.2405.14519

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

Nature Communications

Autores: 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
Publicado en: Nature Communications, 2025, ISSN 2041-1723
Editor: Nature Publishing Group
DOI: 10.1038/S41467-025-56573-8

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

Autores: Andrei Manolache; Dragos Tantaru; Mathias Niepert
Publicado en: CoRR, 2024, ISSN 2331-8422
Editor: arXiv
DOI: 10.48550/ARXIV.2410.07981

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

Autores: Adam Dahlgren Lindström; Leila Methnani; Lea Krause; Petter Ericson; Íñigo Martinez de Rituerto de Troya; Dimitri Coelho Mollo; Roel Dobbe
Publicado en: Ethics and Information Technology, 2025, ISSN 1572-8439
Editor: Springer Nature
DOI: 10.1007/S10676-025-09837-2

Grounded Video Caption Generation

Autores: Evangelos Kazakos; Cordelia Schmid; Josef Sivic
Publicado en: CoRR, 2024, ISSN 2331-8422
Editor: arXiv
DOI: 10.48550/ARXIV.2411.07584

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

Consistency-Aware Anchor Pyramid Network for Crowd Localization

Autores: Liu, X.; Li, G.; Qi, Y.; van den Hengel, A.; Sebe, N.; Yang, M-H.; Huang, Q.
Publicado en: IEEE Transactions on Pattern Analysis and Machine Intelligence., ISSN 1939-3539
Editor: IEEE
DOI: 10.1109/TPAMI.2024.3392013

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

Autores: Song, Yue; Wang, Wei; Sebe, Niculae
Publicado en: IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025, ISSN 1939-3539
Editor: IEEE
DOI: 10.48550/ARXIV.2311.13959

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

Nature Communications

Autores: Ma, Fengmei; Wang, Heming; Tzachor, Asaf; Hidalgo, César; Schandl, Heinz; Zhang, Yue; Zhang, Jingling; Chen, Wei-Qiang; Zhao, Yanzhi; Zhu, Yong-Guan; Fu, Bojie
Publicado en: Nature Communications, 2025, ISSN 2041-1723
Editor: 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

Autores: Penzo, Nicolò; Sajedinia, Maryam; Lepri, Bruno; Tonelli, Sara; Guerini, Marco
Publicado en: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024, ISSN 1530-9312
Editor: Association for Computational Linguistics
DOI: 10.48550/ARXIV.2409.18602

IEEE Access

Autores: Ciro Beneduce; Bruno Lepri; Massimiliano Luca
Publicado en: IEEE Access, 2025, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.48550/ARXIV.2405.20962

Margin-Based Active Learning of Classifiers

Autores: Bressan, Marco; Cesa-Bianchi, Nicolò; Lattanzi, Silvio; Paudice, Andrea
Publicado en: Journal of Machine Learning Research, ISSN 1533-7928
Editor: JLMR
DOI: 10.5281/ZENODO.13880741

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

Improved Regret Bounds for Bandits with Expert Advice

Autores: N. Cesa Bianchi; Khaled Eldowa; Emmanuel Esposito; Julia Olkhovskaya
Publicado en: Journal of Artificial Intelligence Research, 2025, ISSN 1943-5037
Editor: AI Access Foundation
DOI: 10.48550/ARXIV.2406.16802

Multi-Class Unlearning for Image Classification via Weight Filtering

Autores: Poppi, Samuele; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Publicado en: IEEE Intelligent Systems, ISSN 1941-1294
Editor: IEEE
DOI: 10.1109/MIS.2024.3412742

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

Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models

Autores: J. Vicent Servera, L. Martino, J. Verrelst and G. Camps-Valls
Publicado en: Transactions on Geoscience and Remote Sensing, Edición 61, ISSN 1558-0644
Editor: IEEE
DOI: 10.1109/TGRS.2023.3300460

Counting Subgraphs in Somewhere Dense Graphs

Autores: Marco Bressan 0002; Leslie Ann Goldberg; Kitty Meeks; Marc Roth
Publicado en: SIAM Journal on Computing, 2024, ISSN 1095-7111
Editor: SIAM
DOI: 10.48550/ARXIV.2209.03402

Trading Volume Maximization with Online Learning

Autores: Tommaso Cesari, Roberto Colomboni
Editor: arXiv
DOI: 10.48550/ARXIV.2405.13102

Fair Online Bilateral Trade

Autores: François Bachoc, Nicolò Cesa-Bianchi, Tommaso Cesari, Roberto Colomboni
Editor: arXiv
DOI: 10.48550/ARXIV.2405.13919

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

A Contextual Online Learning Theory of Brokerage

Autores: François Bachoc, Tommaso Cesari, Roberto Colomboni
Editor: arXiv
DOI: 10.48550/ARXIV.2407.01566

A Characterization Theorem for Equivariant Networks with Point-wise Activations

Autores: Marco Pacini; Xiaowen Dong; Bruno Lepri; Gabriele Santin
Publicado en: CoRR, 2024

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

Deep Sketched Output Kernel Regression for Structured Prediction

Autores: Tamim El Ahmad; Junjie Yang; Pierre Laforgue; Florence d'Alché-Buc
Publicado en: Lecture Notes in Computer Science ISBN: 9783031703515, 2024
Editor: Springer
DOI: 10.48550/ARXIV.2406.09253

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

Autores: Poppi, Samuele; Poppi, Tobia; Cocchi, Federico; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Publicado en: Lecture Notes in Computer Science ISBN: 9783031736674, 2024
Editor: Springer
DOI: 10.5281/ZENODO.14015236

Zero-Waste Machine Learning

Autores: Tomasz Trzcinski; Bartlomiej Twardowski; Bartosz Zielinski 0001; Kamil Adamczewski; Bartosz Wójcik
Publicado en: Frontiers in Artificial Intelligence and Applications ISBN: 9781643685489, 2024
Editor: IOS Press
DOI: 10.3233/FAIA240466

A Deep Cut Into Split Federated Self-Supervised Learning

Autores: Marcin Przewiezlikowski; Marcin Osial; Bartosz Zielinski 0001; Marek Smieja
Publicado en: Lecture Notes in Computer Science ISBN: 9783031703430, 2024
Editor: Springer
DOI: 10.48550/ARXIV.2406.08267

Unlearning Vision Transformers Without Retaining Data via Low-Rank Decompositions

Autores: Poppi, Samuele; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Cucchiara, Rita
Publicado en: Lecture Notes in Computer Science ISBN: 9783031781216, 2024
Editor: Springer
DOI: 10.5281/ZENODO.14031683

Optimizing Resource Consumption in Diffusion Models Through Hallucination Early Detection

Autores: Betti, Federico; Baraldi, Lorenzo; Baraldi, Lorenzo; Cucchiara, Rita; Sebe, Nicu
Publicado en: Lecture Notes in Computer Science ISBN: 9783031919787, 2025, ISSN 1611-3349
Editor: Springer Cham
DOI: 10.48550/ARXIV.2409.10597

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