Guidotti, Riccardo
- A Survey of Methods for Explaining Black Box Models
2018/02/06 by Riccardo Guidotti, Anna Monreale, Guidotti, Riccardo +9 · 232 citations
Computer Science · #Adversarial Robustness in Machine Learning #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification
- Local Rule-Based Explanations of Black Box Decision Systems
2018/05/28 by Riccardo Guidotti, Anna Monreale, Guidotti, Riccardo +9 · 39 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Data Stream Mining Techniques
- Benchmarking and Survey of Explanation Methods for Black Box Models
2021/02/25 by Francesco Bodria, Fosca Giannotti, Bodria, Francesco +9 · 18 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Social Bias Probing: Fairness Benchmarking for Language Models
2023/11/15 by Marta Marchiori Manerba, Karolina Stańczak, Manerba, Marta Marchiori +5 · 11 citations
Social Sciences · #Computation and Language (cs.CL) #Ethics and Social Impacts of AI #FOS: Computer and information sciences
- Black Box Explanation by Learning Image Exemplars in the Latent Feature Space
2020/01/27 by Guidotti, Riccardo, Monreale, Anna, Matwin, Stan +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Open the Black Box Data-Driven Explanation of Black Box Decision Systems
2018/06/26 by Dino Pedreschi, Pedreschi, Dino, Fosca Giannotti +11 · 2 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Computers and Society (cs.CY) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Scientific Computing and Data Management
- Explainable Deep Image Classifiers for Skin Lesion Diagnosis
2021/11/22 by Carlo Metta, Metta, Carlo, Andrea Beretta +11 · 1 citation
Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- A Protocol for Continual Explanation of SHAP
2023/06/12 by Andrea Cossu, Cossu, Andrea, Francesco Spinnato +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling