On Interpretability in Multimodal Biomedical Image Analysis

Created by W.Langdon from gp-bibliography.bib Revision:1.9105

@InProceedings{Cussat-Blanc:2025:GPTP,

• author = "Sylvain Cussat-Blanc and Camilo {de la Torre} and Yuri Lavinas and Herve Luga and David Simoncini and Dennis Wilson",
• title = "On Interpretability in Multimodal Biomedical Image Analysis",
• booktitle = "Genetic Programming Theory and Practice XXII",
• year = "2025",
• editor = "Bogdan Burlacu and Fabricio {Olivetti de Franca} and Alexander Lalejini and Stephen Kelly and Wolfgang Banzhaf",
• series = "Genetic and Evolutionary Computation",
• pages = "79--101",
• address = "Michigan State University, USA",
• month = jun # " 5-7",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-981-95-6397-5",
• DOI = "10.1007/978-981-95-6398-2_5",
• abstract = "...cognitive accessibility of a model. We focus specifically on two core dimensions: simulatability, the ability of a human to mentally reproduce a model reasoning process, and decomposability, the extent to which a model can be broken down into meaningful and inspectable components. Through case studies involving symbolic approaches, specifically genetic programming pipelines generated with the Multimodal Adaptive Graph Evolution method, we demonstrate how interpretabilitycan emerge by design, particularly when models are constructed using human-readable operations and type-safe modular structures. We contrast these with deep convolutional neural networkmodels where interpretabilityremains limited despite post hoc explanation methods such as Grad-CAM. Finally, drawing on insights from software engineering and system design, we explore how decomposabilitycan be formalized and measured, laying the groundwork for optimization strategies that balance predictive performance with structural transparency.",
• notes = "published in 2026 after the workshop",

}

Genetic Programming entries for Sylvain Cussat-Blanc Camilo de la Torre Yuri Lavinas Herve Luga David Simoncini Dennis G Wilson

Citations