Federico Sabbatini

Orcid: 0000-0002-0532-6777

According to our database1, Federico Sabbatini authored at least 29 papers between 2019 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

On csauthors.net:

Bibliography

2024
Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review.
ACM Comput. Surv., June, 2024

On the evaluation of the symbolic knowledge extracted from black boxes.
AI Ethics, February, 2024

Untying black boxes with clustering-based symbolic knowledge extraction.
Intelligenza Artificiale, 2024

Symbolic Knowledge Comparison: Metrics and Methodologies for Multi-Agent Systems.
Proceedings of the 25th Workshop "From Objects to Agents", 2024


Evaluating Machine Learning Models against Clinical Protocols for Enhanced Interpretability and Continuity of Care.
Proceedings of the First Workshop on Explainable Artificial Intelligence for the Medical Domain (EXPLIMED 2024) co-located with 27th European Conference on Artificial Intelligence (ECAI 2024), 2024

Unmasking the Shadows: Leveraging Symbolic Knowledge Extraction to Discover Biases and Unfairness in Opaque Predictive Models.
Proceedings of the 2nd Workshop on Fairness and Bias in AI co-located with 27th European Conference on Artificial Intelligence (ECAI 2024), 2024

2023
Towards a unified model for symbolic knowledge extraction with hypercube-based methods.
Intelligenza Artificiale, 2023

Solar Wind Speed Estimate with Machine Learning Ensemble Models for LISA.
CoRR, 2023

Unlocking Insights and Trust: The Value of Explainable Clustering Algorithms for Cognitive Agents.
Proceedings of the 24th Workshop "From Objects to Agents", 2023

Explainable Clustering with CREAM.
Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning, 2023

ExACT Explainable Clustering: Unravelling the Intricacies of Cluster Formation.
Proceedings of the Joint Proceedings of the 2nd Workshop on Knowledge Diversity and the 2nd Workshop on Cognitive Aspects of Knowledge Representation co-located with 20th International Conference on Principles of Knowledge Representation and Reasoning (KR2023), 2023


Bottom-Up and Top-Down Workflows for Hypercube- And Clustering-Based Knowledge Extractors.
Proceedings of the Explainable and Transparent AI and Multi-Agent Systems, 2023

Achieving Complete Coverage with Hypercube-Based Symbolic Knowledge-Extraction Techniques.
Proceedings of the Artificial Intelligence. ECAI 2023 International Workshops - XAI³, TACTIFUL, XI-ML, SEDAMI, RAAIT, AI4S, HYDRA, AI4AI, Kraków, Poland, September 30, 2023

Symbolic Knowledge-Extraction Evaluation Metrics: The FiRe Score.
Proceedings of the ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland, 2023

Unveiling Opaque Predictors via Explainable Clustering: The CReEPy Algorithm.
Proceedings of the 2nd Workshop on Bias, 2023

2022
Symbolic knowledge extraction from opaque ML predictors in PSyKE: Platform design & experiments.
Intelligenza Artificiale, 2022

Evaluation Metrics for Symbolic Knowledge Extracted from Machine Learning Black Boxes: A Discussion Paper.
CoRR, 2022

Clustering-Based Approaches for Symbolic Knowledge Extraction.
CoRR, 2022

Symbolic Knowledge Extraction from Opaque Predictors Applied to Cosmic-Ray Data Gathered with LISA Pathfinder.
CoRR, 2022

Hypercube-based methods for symbolic knowledge extraction: towards a unified model.
Proceedings of the 23rd Workshop "From Objects to Agents", 2022

Symbolic Knowledge Extraction from Opaque Machine Learning Predictors: GridREx & PEDRO.
Proceedings of the 19th International Conference on Principles of Knowledge Representation and Reasoning, 2022

Semantic Web-Based Interoperability for Intelligent Agents with PSyKE.
Proceedings of the Explainable and Transparent AI and Multi-Agent Systems, 2022

The PSyKE Technology for Trustworthy Artificial Intelligence.
Proceedings of the AIxIA 2022 - Advances in Artificial Intelligence, 2022

2021
On the Design of PSyKE: A Platform for Symbolic Knowledge Extraction.
Proceedings of the 22nd Workshop "From Objects to Agents", 2021

GridEx: An Algorithm for Knowledge Extraction from Black-Box Regressors.
Proceedings of the Explainable and Transparent AI and Multi-Agent Systems, 2021

2020
Improvements to the G-Lorep Federation of Learning Object Repositories.
Proceedings of the Computational Science and Its Applications - ICCSA 2020, 2020

2019
Cloud and Local Servers for a Federation of Molecular Science Learning Object Repositories.
Proceedings of the Computational Science and Its Applications - ICCSA 2019, 2019


  Loading...