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ORCIDHI-AI@KDD 2024: Barcelona, Spain
- Gabriele Ciravegna, Mateo Espinosa Zarlenga, Pietro Barbiero, Zohreh Shams, Francesco Giannini, Damien Garreau, Mateja Jamnik, Tania Cerquitelli:
Proceedings of the KDD Workshop on Human-Interpretable AI 2024 co-located with 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2024), Centre de Convencions Internacional de Barcelona, Spain, August 26, 2024. CEUR Workshop Proceedings 3841, CEUR-WS.org 2024
Main Track
- Amar Halilovic, Senka Krivic:
Towards Fast Visual Explanations of Local Path Planning with LIME and GAN. 1-7 - Alexander Asemota, Giles Hooker:
Using Longitudinal Data for Plausible Counterfactual Explanations. 8-17 - Daniil E. Kirilenko, Pietro Barbiero, Martin Gjoreski, Mitja Lustrek, Marc Langheinrich:
Generative Models for Counterfactual Explanations. 18-30 - Peter Anthony, Francesco Giannini, Michelangelo Diligenti, Marco Gori, Martin Homola, Stefan Balogh, Ján Mojzis:
Logically Explainable Malware Detection. 31-42 - Saif Anwar, Nathan Griffiths, Abhir Bhalerao, Thomas Popham:
MASALA: Model-Agnostic Surrogate Explanations by Locality Adaptation. 43-59 - Giorgio Visani, Vincenzo Stanzione, Damien Garreau:
GLEAMS: Bridging the Gap Between Local and Global Explanations. 60-73 - Evan Rex, Mateo Espinosa Zarlenga, Andrei Margeloiu, Mateja Jamnik:
From Must to May: Enabling Test-Time Feature Imputation and Interventions. 74-86 - Davide Napolitano, Luca Cagliero:
Evaluating the Reliability of Shapley Value Estimates: An Interval-Based Approach. 87-94 - Zed Lee:
Enhancing Interpretability in Multivariate Time Series Classification through Dimension and Feature Selection. 95-101 - Suryabhan Singh Hada, Miguel Á. Carreira-Perpiñán, Arman Zharmagambetov:
Sparse Oblique Decision Trees: A Tool to Understand and Manipulate Neural Net Features. 102-116 - Xiaohan Feng, Xixin Wu, Helen Meng:
Ontology-grounded Automatic Knowledge Graph Construction by LLM under Wikidata schema. 117-135
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