Martina Cinquini

19 papers A* 2B 1Journal 9Unranked 7
YearRankTypeTitle / Venue / Authors
2026 — conf
Realistic Counterfactual Explanations for Clinical AI-decision Aid on Computed Tomography for Adaptive Radiotherapy.
HICSS
Luca Mira Heising, Carol Ou, Frank Verhaegen, Cecile J. A. Wolfs, Martina Cinquini, Francesco Spinnato, Maria Jacobs, Riccardo Guidotti
2025 J jnl
A Bias Injection Technique to Assess the Resilience of Causal Discovery Methods.
IEEE Access
Martina Cinquini, Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi, Riccardo Guidotti
2025 A* conf
A Practical Approach to Causal Inference over Time.
AAAI
Martina Cinquini, Isacco Beretta, Salvatore Ruggieri, Isabel Valera
2025 J jnl
Corrections to "A Bias Injection Technique to Assess the Resilience of Causal Discovery Methods".
IEEE Access
Martina Cinquini, Karima Makhlouf, Jay Jawale, Sami Zhioua, Catuscia Palamidessi, Riccardo Guidotti
2025 J jnl
SafeGen: safeguarding privacy and fairness through a genetic method.
Mach. Learn.
Martina Cinquini, Marta Marchiori Manerba, Federico Mazzoni, Francesca Pratesi, Riccardo Guidotti
2025 J jnl
Towards the Formalization of a Trustworthy AI for Mining Interpretable Models explOiting Sophisticated Algorithms.
CoRR
Riccardo Guidotti, Martina Cinquini, Marta Marchiori Manerba, Mattia Setzu, Francesco Spinnato
2024 J jnl
A Practical Approach to Causal Inference over Time.
CoRR
Martina Cinquini, Isacco Beretta, Salvatore Ruggieri, Isabel Valera
2024 — conf
Causality-Aware Local Interpretable Model-Agnostic Explanations.
xAI (3)
Martina Cinquini, Riccardo Guidotti
2024 A* conf
Constraint-Free Structure Learning with Smooth Acyclic Orientations.
ICLR
Riccardo Massidda, Francesco Landolfi, Martina Cinquini, Davide Bacciu
2024 — conf
Enhancing Fairness Through Time-aware Recourse: a Pathway to Realistic Algorithmic Recommendations.
EWAF
Isacco Beretta, Martina Cinquini, Isabel Valera
2024 — conf
Leveraging Time-Aware Causal Algorithmic Recourse for Promoting Fairness⋆.
DS (LB)
Isacco Beretta, Martina Cinquini
2023 J jnl
Boosting Synthetic Data Generation with Effective Nonlinear Causal Discovery.
CoRR
Martina Cinquini, Fosca Giannotti, Riccardo Guidotti
2023 J jnl
Constraint-Free Structure Learning with Smooth Acyclic Orientations.
CoRR
Riccardo Massidda, Francesco Landolfi, Martina Cinquini, Davide Bacciu
2023 B conf
GenFair: A Genetic Fairness-Enhancing Data Generation Framework.
DS
Federico Mazzoni, Marta Marchiori Manerba, Martina Cinquini, Riccardo Guidotti, Salvatore Ruggieri
2023 — conf
Handling Missing Values in Local Post-hoc Explainability.
xAI (2)
Martina Cinquini, Fosca Giannotti, Riccardo Guidotti, Andrea Mattei
2023 — conf
The Importance of Time in Causal Algorithmic Recourse.
xAI (1)
Isacco Beretta, Martina Cinquini
2023 J jnl
The Importance of Time in Causal Algorithmic Recourse.
CoRR
Isacco Beretta, Martina Cinquini
2022 J jnl
CALIME: Causality-Aware Local Interpretable Model-Agnostic Explanations.
CoRR
Martina Cinquini, Riccardo Guidotti
2021 — conf
Boosting Synthetic Data Generation with Effective Nonlinear Causal Discovery.
CogMI
Martina Cinquini, Fosca Giannotti, Riccardo Guidotti