3 papers
cs.CY2026
Beyond Explainable AI (XAI): An Overdue Paradigm Shift and Post-XAI Research Directions
Saleh Afroogh, Syed Ishtiaque Ahmed, Petra Ahrweiler +46
This study provides a cross-disciplinary examination of Explainable Artificial Intelligence (XAI) approaches-focusing on deep neural networks (DNNs) and large language models (LLMs…
cs.LG2026
Assessing the Robustness of Climate Foundation Models under No-Analog Distribution Shifts
Maria Conchita Agana Navarro, Geng Li, Theo Wolf +1
The accelerating pace of climate change introduces profound non-stationarities that challenge the ability of Machine Learning based climate emulators to generalize beyond their tra…
cs.AI2025
From Prediction to Foresight: The Role of AI in Designing Responsible Futures
Maria Perez-Ortiz
In an era marked by rapid technological advancements and complex global challenges, responsible foresight has emerged as an essential framework for policymakers aiming to navigate…