6 citations · 6 across the 6 of their papers we have counts for
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cs.AI2026
ClassicLogic: A Knowledge-Driven Benchmark of Classic Puzzle Games for Evaluating Compositional Generalization
Mahnoor Shahid, Hannes Rothe
Compositional generalization, the ability to understand and produce novel combinations of known components, remains a fundamental challenge for modern artificial intelligence. Whil…
cs.AI2026
AGEL-Comp: A Neuro-Symbolic Framework for Compositional Generalization in Interactive Agents
Mahnoor Shahid, Hannes Rothe
Large Language Model (LLM)-based agents exhibit systemic failures in compositional generalization, limiting their robustness in interactive environments. This work introduces AGEL-…
cs.AI2026
Grounding vs. Compositionality: On the Non-Complementarity of Reasoning in Neuro-Symbolic Systems
Mahnoor Shahid, Hannes Rothe
Compositional generalization remains a foundational weakness of modern neural networks, limiting their robustness and applicability in domains requiring out-of-distribution reasoni…