"expressive power analysis" Papers

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Compositional Reasoning with Transformers, RNNs, and Chain of Thought

Gilad Yehudai, Noah Amsel, Joan Bruna

NEURIPS 2025arXiv:2503.01544
2
citations

Graph Neural Networks Can (Often) Count Substructures

Paolo Pellizzoni, Till Schulz, Karsten Borgwardt

ICLR 2025
2
citations

Learning Efficient Positional Encodings with Graph Neural Networks

Charilaos Kanatsoulis, Evelyn Choi, Stefanie Jegelka et al.

ICLR 2025arXiv:2502.01122
17
citations

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

Mingze Wang, Weinan E

NEURIPS 2025spotlightarXiv:2505.24205
1
citations

PowerMLP: An Efficient Version of KAN

Ruichen Qiu, Yibo Miao, Shiwen Wang et al.

AAAI 2025paperarXiv:2412.13571
10
citations

On the Expressive Power of Spectral Invariant Graph Neural Networks

Bohang Zhang, Lingxiao Zhao, Haggai Maron

ICML 2024arXiv:2406.04336
18
citations

The Illusion of State in State-Space Models

William Merrill, Jackson Petty, Ashish Sabharwal

ICML 2024arXiv:2404.08819
128
citations