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Emmanuel Abbe
Emmanuel Abbe
10
papers
229
total citations
papers (10)
The staircase property: How hierarchical structure can guide deep learning
NEURIPS 2021
arXiv
65
citations
Transformers learn through gradual rank increase
NEURIPS 2023
arXiv
49
citations
On the Power of Differentiable Learning versus PAC and SQ Learning
NEURIPS 2021
arXiv
29
citations
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning
COLM 2025
arXiv
25
citations
On the non-universality of deep learning: quantifying the cost of symmetry
NEURIPS 2022
arXiv
23
citations
Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures
NEURIPS 2022
arXiv
17
citations
Provable Advantage of Curriculum Learning on Parity Targets with Mixed Inputs
NEURIPS 2023
arXiv
16
citations
Learning High-Degree Parities: The Crucial Role of the Initialization
ICLR 2025
arXiv
5
citations
On the Minimal Degree Bias in Generalization on the Unseen for non-Boolean Functions
ICML 2024
arXiv
0
citations
On the universality of deep learning
NEURIPS 2020
0
citations