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Guidotti, Riccardo

  1. 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
  2. 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
  3. 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)
  4. 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
  5. 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)
  6. 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
  7. 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)
  8. 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