Generating context-aware contrastive explanations in rule-based systems

L Herbold, M Sadeghi, A Vogelsang - Proceedings of the 2024 …, 2024 - dl.acm.org
Human explanations are often contrastive, meaning that they do not answer the
indeterminate" Why?" question, but instead" Why P, rather than Q?". Automatically …

Explaining the Unexplainable: The Impact of Misleading Explanations on Trust in Unreliable Predictions for Hardly Assessable Tasks

M Sadeghi, D Pöttgen, P Ebel… - Proceedings of the 32nd …, 2024 - dl.acm.org
To increase trust in systems, engineers strive to create explanations that are as accurate as
possible. However, if the system's accuracy is compromised, providing explanations for its …

CIRCE: a scalable methodology for causal explanations in cyber-physical systems

S Reyd, A Diaconescu… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Cyber-physical systems (CPS) are increasingly complex and harder for human users to
understand. Integrating explainability methods within their design is a key challenge for their …

Thoughtful Things: Building Human-Centric Smart Devices with Small Language Models

E King, H Yu, S Vartak, J Jacob, S Lee… - arXiv preprint arXiv …, 2024 - arxiv.org
Everyday devices like light bulbs and kitchen appliances are now embedded with so many
features and automated behaviors that they have become complicated to actually use. While …

Modeling and Reasoning About Explanation Requirements Using Goal Models

S Liaskos, J Mylopoulos, A Borgida… - … Conference on Conceptual …, 2024 - Springer
As modern software-intensive systems grow in complexity and autonomy there is a demand
for them to incorporate services that explain their actions. Such explanation services allow …

[PDF][PDF] Semantics-Enabled System Transparency: User-Centered Explanations in Cyber-Physical Systems

K Schreiberhuber - 2024 - ceur-ws.org
Abstract A Cyber Physical System (CPS) helps tackle complex problems in various domains,
eg, smart grids or smart buildings. As the complexity of such systems' behaviours often …

[PDF][PDF] Personalising Explanations and Explaining Personalisation

T Love, A Andriella, G Alenyà - 2024 - ceur-ws.org
Both personalisation and explainability have become popular research topics in social
robotics, each capable of improving human-robot interactions. However, challenges have …