Giuseppe Marra |https://pc.inf.usi.ch/people/giuseppe-marra/Giuseppe MarraHugoBlox Kit (https://hugoblox.com)en-usThu, 01 Jan 2026 00:00:00 +0000Actionable Interpretability Must Be Defined in Terms of Symmetrieshttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2601-12913/Thu, 01 Jan 2026 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2601-12913/Interpretability in Deep Time Series Models Demands Semantic Alignmenthttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2602-02239/Thu, 01 Jan 2026 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2602-02239/Prototype-Grounded Concept Models for Verifiable Concept Alignmenthttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2604-16076/Thu, 01 Jan 2026 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2604-16076/The Standard Interpretable Model: A general theory of interpretable machine learning to deductively design interpretable methods using Lagrangian mechanicshttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2606-12289/Thu, 01 Jan 2026 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2606-12289/Causal Concept Graph Models: Beyond Causal Opacity in Deep Learninghttps://pc.inf.usi.ch/publications/dblp-conficlr-dominici-bztgml-25/Wed, 01 Jan 2025 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-conficlr-dominici-bztgml-25/Counterfactual Concept Bottleneck Modelshttps://pc.inf.usi.ch/publications/dblp-conficlr-dominici-bggml-25/Wed, 01 Jan 2025 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-conficlr-dominici-bggml-25/Foundations of Interpretable Modelshttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2508-00545/Wed, 01 Jan 2025 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2508-00545/Interpretable Hierarchical Concept Reasoning through Attention-Guided Graph Learninghttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2506-21102/Wed, 01 Jan 2025 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2506-21102/Neural Interpretable Reasoninghttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2502-11639/Wed, 01 Jan 2025 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2502-11639/Causal Concept Embedding Models: Beyond Causal Opacity in Deep Learninghttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2405-16507/Mon, 01 Jan 2024 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2405-16507/Climbing the Ladder of Interpretability with Counterfactual Concept Bottleneck Modelshttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2402-01408/Mon, 01 Jan 2024 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2402-01408/Interpretable Concept-Based Memory Reasoninghttps://pc.inf.usi.ch/publications/dblp-confnips-debot-bgcdm-24/Mon, 01 Jan 2024 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-confnips-debot-bgcdm-24/Interpretable Concept-Based Memory Reasoninghttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2407-15527/Mon, 01 Jan 2024 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2407-15527/Relational Concept Bottleneck Modelshttps://pc.inf.usi.ch/publications/dblp-confnips-barbiero-gcdm-24/Mon, 01 Jan 2024 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-confnips-barbiero-gcdm-24/Interpretable Neural-Symbolic Concept Reasoninghttps://pc.inf.usi.ch/publications/dblp-conficml-barbiero-cgzmtlp-23/Sun, 01 Jan 2023 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-conficml-barbiero-cgzmtlp-23/Interpretable Neural-Symbolic Concept Reasoninghttps://pc.inf.usi.ch/publications/dblp-confnesy-barbiero-cgzmtlp-23/Sun, 01 Jan 2023 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-confnesy-barbiero-cgzmtlp-23/Interpretable Neural-Symbolic Concept Reasoninghttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2304-14068/Sun, 01 Jan 2023 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2304-14068/Relational Concept Based Modelshttps://pc.inf.usi.ch/publications/dblp-journalscorrabs-2308-11991/Sun, 01 Jan 2023 00:00:00 +0000https://pc.inf.usi.ch/publications/dblp-journalscorrabs-2308-11991/