2025 "expressive power analysis" Papers

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Compositional Reasoning with Transformers, RNNs, and Chain of Thought

Gilad Yehudai, Noah Amsel, Joan Bruna

NEURIPS 2025posterarXiv:2503.01544
1
citations

Graph Neural Networks Can (Often) Count Substructures

Paolo Pellizzoni, Till Schulz, Karsten Borgwardt

ICLR 2025poster
2
citations

Learning Efficient Positional Encodings with Graph Neural Networks

Charilaos Kanatsoulis, Evelyn Choi, Stefanie Jegelka et al.

ICLR 2025posterarXiv:2502.01122
15
citations

On the Expressive Power of Mixture-of-Experts for Structured Complex Tasks

Mingze Wang, Weinan E

NEURIPS 2025spotlightarXiv:2505.24205