Accepted Papers

Orals

2024

  1. Interpretable Graph Model with Prototype-Based Graph Information Bottleneck
    Sangwoo Seo ,  Sungwon Kim ,  and  Chanyoung Park
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  2. Train it, Extend it, Retrain it: Iterative Concept Discovery
    Oscar Hill ,  Mateo Espinosa Zarlenga ,  and  Mateja Jamnik
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  3. Ontology-grounded Automatic Knowledge Graph Construction by LLM under Wikidata schema
    Xiaohan Feng ,  Xixin Wu ,  and  Helen M. Meng
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024

Posters

2024

  1. Towards Fast Visual Explanations of Local Path Planning with LIME and GAN
    Amar Halilovic ,  and  Senka Krivic
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  2. Using Longitudinal Data for Plausible Counterfactual Expalanations
    Alexander Asemota ,  and  Giles Hooker
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  3. Generative Models for Counterfactual Explanations
    Daniil Kirilenko ,  Pietro Barbiero ,  Martin Gjoreski , and 2 more authors
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  4. Logically Explainable Malware Detection
    Peter Anthony ,  Francesco Giannini ,  Michelangelo Diligenti , and 4 more authors
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  5. MASALA: Model-Agnostic Surrogate Explanations by Locality Adaptation
    Saif Anwar ,  Nathan Griffiths ,  Abhir Bhalerao , and 1 more author
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  6. GLEAMS: Bridging the Gap Between Local and Global Explanations
    Giorgio Visani ,  Vincenzo Stanzione ,  and  Damien Garreau
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  7. From Must to May: Enabling Test-Time Feature Imputation and Interventions
    Evan Rex ,  Mateo Espinosa Zarlenga ,  Andrei Margeloiu , and 1 more author
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  8. SGA: Scene Graph Alignment for Evaluation of Text-to-Image Generation
    Qiyu Wu ,  Zilong Wu ,  and  Yoshimasa Tsuruoka
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  9. Evaluating the Reliability of Shapley Value Estimates: An Interval-Based Approach
    Davide Napolitano ,  and  Luca Cagliero
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  10. Enhancing Interpretability in Multivariate Time Series Classification through Dimension and Feature Selection
    Zed Lee
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  11. Sparse Oblique Decision Trees: A Tool to Understand and Manipulate Neural Net Features
    Suryabhan Singh Hada ,  Miguel Á. Carreira-Perpiñán ,  and  Arman Zharmagambetov
    In 1st Human-Interpretable Artificial Intelligence Workshop @ KDD , 2024
  12. Relevance Meets Diversity: A User-Centric Framework for Knowledge Exploration Through Recommendations
    Erica Coppolillo ,  Giuseppe Manco ,  and  Aristides Gionis
    In Proceedings of the 30th ACM SIGKDD international conference on Knowledge discovery and data mining (to appear) , 2024