Project TAILOR
Untying black boxes with clustering-based symbolic knowledge extraction (Intelligenza Artificiale) — Federico Sabbatini, Roberta Calegari
Unmasking the Shadows: Leveraging Symbolic Knowledge Extraction to Discover Biases and Unfairness in Opaque Predictive Models (AEQUITAS 2024) — Federico Sabbatini, Roberta Calegari
On the Evaluation of the Symbolic Knowledge Extracted from Black Boxes (AI and Ethics) — Federico Sabbatini, Roberta Calegari
Symbolic Knowledge Comparison: Metrics and Methodologies for Multi-Agent Systems (WOA 2024) — Federico Sabbatini, Christel Sirocchi, Roberta Calegari
Towards a Unified Model for Symbolic Knowledge Extraction with Hypercube-Based Methods (Intelligenza Artificiale) — Federico Sabbatini, Giovanni Ciatto, Roberta Calegari, Andrea Omicini
Bottom-Up and Top-Down Workflows for Hypercube- and Clustering-based Knowledge Extractors (EXTRAAMAS 2023 @ AAMAS 2023) — Federico Sabbatini, Roberta Calegari
A geometric framework for fairness (paper in proceedings) — Alessandro Maggio, Luca Giuliani, Roberta Calegari, Michele Lombardi, Michela Milano
Explainable Clustering with CREAM (KR 2023) — Federico Sabbatini, Roberta Calegari
Unlocking Insights and Trust: The Value of Explainable Clustering Algorithms for Cognitive Agents (WOA 2023) — Federico Sabbatini, Roberta Calegari
Symbolic Knowledge-Extraction Evaluation Metrics: The FiRe Score (ECAI-2023) — Federico Sabbatini, Roberta Calegari
Evaluation Metrics for Symbolic Knowledge Extracted from Machine Learning Black Boxes: A Discussion Paper (paper in proceedings) — Federico Sabbatini, Roberta Calegari
Symbolic Knowledge Extraction from Opaque Machine Learning Predictors: GridREx & PEDRO (KR 2022) — Federico Sabbatini, Roberta Calegari
Clustering-Based Approaches for Symbolic Knowledge Extraction (paper in proceedings) — Federico Sabbatini, Roberta Calegari
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TAILOR
Fredrik Heintz
01/09/2020
31/08/2024
48 months
ended
competitive
European Community
Horizon 2020
952215
€ 12,000,000
€ 12,000,000