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cs.AI2026
The Dual Role of Abstracting over the Irrelevant in Symbolic Explanations: Cognitive Effort vs. Understanding
Zeynep G. Saribatur, Johannes Langer, Ute Schmid
Explanations are central to human cognition, yet AI systems often produce outputs that are difficult to understand. While symbolic AI offers a transparent foundation for interpreta…
cs.AI2026
LLM-Generated Explanations Do Not Suffice for Ultra-Strong Machine Learning
Lun Ai, Johannes Langer, Ute Schmid +1
Ultra Strong Machine Learning (USML) refers to symbolic learning systems that not only improve their own performance but can also teach their acquired knowledge to quantifiably imp…
cs.AI2025
Aligning Generalisation Between Humans and Machines
Filip Ilievski, Barbara Hammer, Frank van Harmelen +22
Recent advances in AI -- including generative approaches -- have resulted in technology that can support humans in scientific discovery and forming decisions, but may also disrupt…