Progetto StairwAI
FAiRDAS: Fairness-Aware Ranking as Dynamic Abstract System (articolo in atti) — Eleonora Misino, Roberta Calegari, Michele Lombardi, Michela Milano
Symbolic knowledge extraction from opaque ML predictors in PSyKE: Platform design & experiments (Intelligenza Artificiale) — Federico Sabbatini, Giovanni Ciatto, Roberta Calegari, Andrea Omicini
Evaluation Metrics for Symbolic Knowledge Extracted from Machine Learning Black Boxes: A Discussion Paper (articolo in atti) — Federico Sabbatini, Roberta Calegari
Hypercube-Based Methods for Symbolic Knowledge Extraction: Towards a Unified Model (WOA 2022) — Federico Sabbatini, Giovanni Ciatto, Roberta Calegari, Andrea Omicini
Symbolic Knowledge Extraction from Opaque Machine Learning Predictors: GridREx & PEDRO (KR 2022) — Federico Sabbatini, Roberta Calegari
Clustering-Based Approaches for Symbolic Knowledge Extraction (articolo in atti) — Federico Sabbatini, Roberta Calegari
Logic Programming library for Machine Learning: API design and prototype (CILC 2022) — Giovanni Ciatto, Matteo Castigliò, Roberta Calegari
Shallow2Deep: Restraining Neural Networks Opacity through Neural Architecture Search (EXTRAAMAS 2021 @ AAMAS 2021) — Andrea Agiollo, Giovanni Ciatto, Andrea Omicini
On the Design of PSyKE: A Platform for Symbolic Knowledge Extraction (WOA 2021) — Federico Sabbatini, Giovanni Ciatto, Roberta Calegari, Andrea Omicini
Load Classification: A Case Study for Applying Neural Networks in Hyper-Constrained Embedded Devices (Applied Sciences) — Andrea Agiollo, Andrea Omicini
GridEx: An Algorithm for Knowledge Extraction from Black-Box Regressors (EXTRAAMAS 2021 @ AAMAS 2021) — Federico Sabbatini, Giovanni Ciatto, Andrea Omicini
A Mechanism for Reasoning over Defeasible Preferences in Arg2P (CILC 2021) — Giuseppe Pisano, Roberta Calegari, Andrea Omicini, Giovanni Sartor
Graph Neural Networks as the Copula Mundi between Logic and Machine Learning: A Roadmap (WOA 2021) — Andrea Agiollo, Giovanni Ciatto, Andrea Omicini
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StairwAI
01/01/2021
31/12/2023
36 mesi
terminato
competitivo
European Community
Horizon 2020
101017142
€ 5.384.853,75
€ 5.116.630