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Clayton Sanford
Clayton Sanford
8
papers
322
total citations
papers (8)
Representational Strengths and Limitations of Transformers
NEURIPS 2023
arXiv
128
citations
Learning single-index models with shallow neural networks
NEURIPS 2022
arXiv
97
citations
Transformers, parallel computation, and logarithmic depth
ICML 2024
arXiv
60
citations
Support vector machines and linear regression coincide with very high-dimensional features
NEURIPS 2021
arXiv
31
citations
Best of Both Worlds: Advantages of Hybrid Graph Sequence Models
ICML 2025
arXiv
4
citations
On Scrambling Phenomena for Randomly Initialized Recurrent Networks
NEURIPS 2022
arXiv
2
citations
Depth-Width Tradeoffs for Transformers on Graph Tasks
NEURIPS 2025
0
citations
Fast attention mechanisms: a tale of parallelism
NEURIPS 2025
arXiv
0
citations