It takes two to tango: a synergistic approach to human-machine decision making

Autores: Calanzone, Diego; Teso, Stefano; Vergari, Antonio
Publicado en: 2024
Editor: ICLR 2024 Workshop on Reliable and Responsible Foundation Models
DOI: 10.48550/ARXIV.2404.12843

A Simple and Expressive Graph Neural Network Based Method for Structural Link Representation

Autores: Veronica Lachi, Francesco Ferrini, Antonio Longa, Bruno Lepri, Andrea Passerini
Publicado en: Proceedings of the GRaM Workshop at ICML 2024, 2024
Editor: PMLR

Uncertainty Matters: Stable Conclusions Under Unstable Assessment of Fairness Results

Autores: Ainhize Barrainkua, Paula Gordaliza, Jose A Lozano, Novi Quadrianto
Publicado en: Proceedings of the 27th International Conference on Artificial Intelligence and Statistics (AISTATS) 2024, Valencia, Spain. PMLR., 2024
Editor: Proceedings of the 27th International Conference on Artificial Intelligence and Statistics (AISTATS) 2024, Valencia, Spain. PMLR: Volume 238.

Ensemble Counterfactual Explanations forChurn Analysis

Autores: Samuele Tonati, Marzio Di Vece, Roberto Pellungrini, Fosca Giannotti
Publicado en: Lecture Notes in Computer Science, Discovery Science, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-78980-9_21

Ensemble Counterfactual Explanations for Churn Analysis

Autores: Samuele Tonati, Marzio Di Vece, Roberto Pellungrini, Fosca Giannotti
Publicado en: Lecture Notes in Computer Science, Discovery Science, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-78980-9_21

Preference Elicitation in Interactive and User-centered Algorithmic Recourse: an Initial Exploration

Autores: Seyedehdelaram Esfahani, Giovanni De Toni, Bruno Lepri, Andrea Passerini, Katya Tentori, Massimo Zancanaro
Publicado en: Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization, 2024
Editor: ACM
DOI: 10.1145/3627043.3659556

PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning

Autores: Luca Corbucci, Mikko A. Heikkilä, David Solans Noguero, Anna Monreale, Nicolas Kourtellis
Publicado en: Frontiers in Artificial Intelligence and Applications, ECAI 2024, 2024
Editor: IOS Press
DOI: 10.3233/FAIA240671

Sheaf Diffusion Goes Nonlinear: Enhancing GNNs with Adaptive Sheaf Laplacians

Autores: Olga Zaghen, Antonio Longa, Steve Azzolin, Lev Telyatnikov, Andrea Passerini, Pietro Lio
Publicado en: Proceedings of the GRaM Workshop at ICML 2024, 2024
Editor: PMLR

Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge Graph

Autores: Marco Bronzini, Carlo Nicolini, Bruno Lepri, Jacopo Staiano, Andrea Passerini
Publicado en: Proceedings of COLM, 2024, 2024
Editor: openreview.net

Reconsidering Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs

Autores: Steve Azzolin, Antonio Longa, Stefano Teso, Andrea Passerini
Publicado en: Proceedings of ICLR, 2025
Editor: OpenReview

BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts

Autores: Marconato, Emanuele; Bortolotti, Samuele; van Krieken, Emile; Vergari, Antonio; Passerini, Andrea; Teso, Stefano
Publicado en: Proceedings of UAI, 2024
Editor: Proceedings of UAI, 2024

Epistemic Interaction – Tuning Interfaces to Provide Information for AI Support

Autores: Alan Dix, Ben Wilson Matt Roach, Tommaso Turchi, Alessio Malizia
Publicado en: SYNERGY 2024 – Designing and Building Hybrid Human-AI Systems 2024, 2024
Editor: SYNERGY 2024 – Designing and Building Hybrid Human-AI Systems 2024

One-Shot Clustering for Federated Learning

Autores: Maciej Krzysztof Zuziak, Roberto Pellungrini, Salvatore Rinzivillo
Publicado en: 2024 IEEE International Conference on Big Data (BigData), 2025
Editor: IEEE
DOI: 10.48550/arXiv.2503.04231

One-Shot Clustering for Federated Learning

Autores: Maciej Krzysztof Zuziak, Roberto Pellungrini, Salvatore Rinzivillo
Publicado en: 2024 IEEE International Conference on Big Data (BigData), 2025
Editor: IEEE
DOI: 10.1109/BIGDATA62323.2024.10825763

Designing for situated AI-human decision making: Lessons learned from a primary care deployment

Autores: Ben Wilson, Darren Scott, Matt Roach, Emily Nielsen, Berndt Muller
Publicado en: SYNERGY 2024 – Designing and Building Hybrid Human-AI Systems 2024, 2024
Editor: SYNERGY 2024 – Designing and Building Hybrid Human-AI Systems 2024

Interpretable and Fair Mechanisms for Abstaining Classifiers

Autores: Daphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Dino Pedreschi, Fosca Giannotti
Publicado en: Lecture Notes in Computer Science, Machine Learning and Knowledge Discovery in Databases. Research Track, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-70368-3_25

Enhancing Privacy and Utility in Federated Learning: A Hybrid P2P and Server-Based Approach with Differential Privacy Protection

Autores: Luca Corbucci, Anna Monreale, Roberto Pellungrini
Publicado en: Proceedings of the 21st International Conference on Security and Cryptography, 2024
Editor: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0012863600003767

Logically Consistent Language Models via Neuro-Symbolic Integration

Autores: Diego Calanzone, Stefano Teso, Antonio Vergari
Publicado en: International Conference on Learning Representations (ICLR), 2025

Disagreement-based Active Learning for Robustness Against Subpopulation Shifts

Autores: Yeat Jeng Ng, Viktoriia Sharmanska, Thomas Kehrenberg, Anastasia Pentina, Novi Quadrianto
Publicado en: Proceedings of the HLDM Workshop at ECML 2024, 2024
Editor: Proceedings of the HLDM Workshop @ ECML 2024

GLOR-FLEX: Local to Global Rule-Based EXplanations for Federated Learning

Autores: Rami Haffar, Francesca Naretto, David Snchez, Anna Monreale, Josep Domingo-Ferrer
Publicado en: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2024
Editor: IEEE
DOI: 10.1109/FUZZ-IEEE60900.2024.10611878

A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts

Autores: Bortolotti, Samuele; Marconato, Emanuele; Carraro, Tommaso; Morettin, Paolo; van Krieken, Emile; Vergari, Antonio; Teso, Stefano; Passerini, Andrea
Publicado en: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Editor: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

Can LLMs Correct Physicians, Yet? Investigating Effective Interaction Methods in the Medical Domain

Autores: Burcu Sayin, Pasquale Minervini, Jacopo Staiano, Andrea Passerini
Publicado en: Proceedings of the 6th Clinical Natural Language Processing Workshop, 2024
Editor: Association for Computational Linguistics
DOI: 10.18653/v1/2024.clinicalnlp-1.19

Coordination in dynamic interactions by converging on tacitly agreed joint plans

Autores: Arthur Le Pargneux, Hossam Zeitoun, Emmanouil Konstantinidis, Nick Chater
Publicado en: 2024
Editor: Center for Open Science
DOI: 10.31234/osf.io/w2x3f

Interpretable andFair Mechanisms forAbstaining Classifiers

Autores: Daphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Dino Pedreschi, Fosca Giannotti
Publicado en: Lecture Notes in Computer Science, Machine Learning and Knowledge Discovery in Databases. Research Track, 2024
Editor: Springer Nature Switzerland
DOI: 10.48550/arXiv.2503.18826

A Frank System for Co-Evolutionary Hybrid Decision-Making

Autores: Federico Mazzoni, Riccardo Guidotti, Alessio Malizia
Publicado en: Lecture Notes in Computer Science, Advances in Intelligent Data Analysis XXII, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-58553-1_19

PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning

Autores: Luca Corbucci, Mikko A. Heikkil, David Solans Noguero, Anna Monreale, Nicolas Kourtellis
Publicado en: Frontiers in Artificial Intelligence and Applications, ECAI 2024, 2024
Editor: IOS Press
DOI: 10.3233/FAIA240671

Explainable AI in Time-Sensitive Scenarios: Prefetched Offline Explanation Model

Autores: Fabio Michele Russo, Carlo Metta, Anna Monreale, Salvatore Rinzivillo, Fabio Pinelli
Publicado en: Lecture Notes in Computer Science, Discovery Science, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-78980-9_11

Explaining the Explainers in Graph Neural Networks: a Comparative Study

Autores: Antonio Longa, Steve Azzolin, Gabriele Santin, Giulia Cencetti, Pietro Lio, Bruno Lepri, Andrea Passerini
Publicado en: ACM Computing Surveys, 2024, ISSN 0360-0300
Editor: Association for Computing Machinery (ACM)
DOI: 10.1145/3696444

CERN for AI: a theoretical framework for autonomous simulation-based artificial intelligence testing and alignment

Autores: Ljubiša Bojić; Matteo Cinelli; Dubravko Ćulibrk; Boris Delibašić
Publicado en: European Journal of Futures Research, 2024, ISSN 2195-2248
Editor: European Journal of Futures Research
DOI: 10.48550/ARXIV.2312.09402

Futures

Autores: Bojic, Ljubisa
Publicado en: Futures, 2024, ISSN 0016-3287
Editor: Elsevier
DOI: 10.1016/J.FUTURES.2024.103383

Fostering effective hybrid human-LLM reasoning and decision making

Autores: Passerini, Andrea; Gema, Aryo; Minervini, Pasquale; Sayin, Burcu; Tentori, Katya
Publicado en: FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2025, ISSN 2624-8212
Editor: Frontiers Media SA
DOI: 10.3389/frai.2024.1464690

NeST: The neuro-symbolic transpiler

Autores: Viktor Pfanschilling, Hikaru Shindo, Devendra Singh Dhami, Kristian Kersting
Publicado en: International Journal of Approximate Reasoning, Edición 179, 2025, ISSN 0888-613X
Editor: Elsevier BV
DOI: 10.1016/J.IJAR.2025.109369

AI alignment: Assessing the global impact of recommender systems

Autores: Ljubisa Bojic
Publicado en: Futures, Edición 160, 2024, ISSN 0016-3287
Editor: Elsevier BV
DOI: 10.1016/J.FUTURES.2024.103383

Conversational technology and reactions to withheld information

Autores: Nikolos Gurney, George Loewenstein, Nick Chater
Publicado en: PLOS ONE, Edición 19, 2024, ISSN 1932-6203
Editor: Public Library of Science (PLoS)
DOI: 10.1371/journal.pone.0301382

Fast, Interpretable, and Deterministic Time Series Classification With a Bag-of-Receptive-Fields

Autores: Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni
Publicado en: IEEE Access, Edición 12, 2024, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2024.3464743

Resource-rational contractualism: A triple theory of moral cognition

Autores: Sydney Levine, Nick Chater, Joshua B. Tenenbaum, Fiery Cushman
Publicado en: Behavioral and Brain Sciences, 2024, ISSN 0140-525X
Editor: Cambridge University Press (CUP)
DOI: 10.1017/S0140525X24001067

When rules are over-ruled: Virtual bargaining as a contractualist method of moral judgment

Autores: Sydney Levine, Max Kleiman-Weiner, Nick Chater, Fiery Cushman, Joshua B. Tenenbaum
Publicado en: Cognition, Edición 250, 2024, ISSN 0010-0277
Editor: Elsevier BV
DOI: 10.1016/J.COGNITION.2024.105790

Rethinking and Recomputing the Value of Machine Learning Models

Autores: Burcu Sayin; Jie Yang; Xinyue Chen; Andrea Passerini; Fabio Casati
Publicado en: Crossref, 2024, ISSN 1573-7462
Editor: Artificial Intelligence Review
DOI: 10.21203/RS.3.RS-4833578/V1

Generative Model for Decision Trees

Autores: Riccardo Guidotti; Anna Monreale; Mattia Setzu; Giulia Volpi
Publicado en: Proceedings of the AAAI Conference on Artificial Intelligence, 2024, ISSN 2374-3468
Editor: Proceedings of the AAAI Conference on Artificial Intelligence
DOI: 10.1609/AAAI.V38I19.30104

Fast, Interpretable, and Deterministic Time Series Classification With a Bag-of-Receptive-Fields

Autores: Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni
Publicado en: IEEE Access, Edición 12, 2024, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2024.3464743

Explainable AI for Time Series Classification: A Review, Taxonomy and Research Directions

Autores: Andreas Theissler, Francesco Spinnato, Udo Schlegel, Riccardo Guidotti
Publicado en: IEEE Access, Edición 10, 2022, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2022.3207765

Beyond the Face: Biometrics and Society

Autores: Bojan, Perkov; Jelena, Adamović; Duje, Kozomara; Mila, Bajić; Duje, Prkut
Publicado en: 2023
Editor: SHARE Foundation
DOI: 10.5281/ZENODO.13819768

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