Talks & Presentations

Selected talks, conference presentations, posters, project updates, and research seminars.

2026

ShapBPT in Perspective: A Consolidated Review and an eXplainable Anomaly Detection Case Study Workshop Presentation

Presented at QualITA Workshop | ICPE 2026 , 2026

Location: Florence, Italy

This talk presents ShapBPT in Perspective, a consolidated review and practical case study of ShapBPT for eXplainable Anomaly Detection (XAD).

Talk Page Paper Code

ShapBPT: Image Feature Attributions using Data-Aware Binary Partition Trees Conference Talk

Presented at Singapore Expo Centre , 2026

Location: Singapore

Introduces ShapBPT, a data-aware hierarchical Shapley-based method for image feature attribution that improves efficiency, structural alignment, and interpretability in computer vision models.

Talk Page Paper Poster Talk Link Code

2025

Unexpected Condition Detector for Industrial Safety using Deep Generative Models Consortium Meeting

Presented at Universidad de Vigo , 2025

Location: Vigo, Spain

A consortium presentation on VAE-GAN based unexpected condition detection for industrial safety monitoring in robotic environments, developed within UC3 of the DistriMuSe EU project.

Talk Page

2024

Can I Trust My Anomaly Detection System? A Case Study Based on Explainable AI Conference Talk

Presented at Mediterranean Conference Centre , 2024

Location: La Valletta, Malta

A case study on the trustworthiness of VAE-based anomaly detection systems using Explainable AI, highlighting how high anomaly scores can be driven by misleading visual features.

Talk Page Paper Talk Link Code

Using Stratified Sampling to Improve LIME Image Explanations Talk

Presented at Vancouver Convention Centre , 2024

Location: Vancouver, Canada

We investigate the use of a stratified sampling approach for LIME Image, a popular model-agnostic explainable AI method for computer vision tasks, in order to reduce the artifacts generated by typical Monte Carlo samp...