EXMOS: Explanatory Model Steering Through Multifaceted Explanations and Data Configurations

A Bhattacharya, S Stumpf, L Gosak, G Stiglic… - Proceedings of the CHI …, 2024 - dl.acm.org
Explanations in interactive machine-learning systems facilitate debugging and improving
prediction models. However, the effectiveness of various global model-centric and data …

LUNA: A Model-Based Universal Analysis Framework for Large Language Models

D Song, X Xie, J Song, D Zhu, Y Huang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Over the past decade, Artificial Intelligence (AI) has had great success recently and is being
used in a wide range of academic and industrial fields. More recently, Large Language …

An Explanatory Model Steering System for Collaboration between Domain Experts and AI

A Bhattacharya, S Stumpf, K Verbert - … of the 32nd ACM Conference on …, 2024 - dl.acm.org
With the increasing adoption of Artificial Intelligence (AI) systems in high-stake domains,
such as healthcare, effective collaboration between domain experts and AI is imperative. To …

[PDF][PDF] Towards Explainable Time Series

T SIVILL - 2023 - research-information.bris.ac.uk
ABSTRACT Black-box Artificial Intelligence, which describes systems so complex they are
uninter-pretable to humans, is now ubiquitous across society yet the lack of transparency …