Yanming Lai

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20212026

most citedConvergence Rate Analysis for Deep Ritz Method

52 citations · 103 across the 12 of their papers we have counts for

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3 papers · 1 filter

stat.ML2026

Approximation of Analytic Functions by ReLU Neural Networks with Adjustable Depth and Width

Yanming Lai, Defeng Sun, Yang Wang

In contrast to most studies on neural network approximation theory that characterize results through a single parameter, such as the total number of network parameters, \cite{shen2…

cs.CL2026

Beyond the Prompt in Large Language Models: Comprehension, In-Context Learning, and Chain-of-Thought

Yuling Jiao, Yanming Lai, Huazhen Lin +3

Large Language Models (LLMs) have demonstrated remarkable proficiency across diverse tasks, exhibiting emergent properties such as semantic prompt comprehension, In-Context Learnin…

stat.ML2026

Standard Transformers Achieve the Minimax Rate in Nonparametric Regression with $C^{s, λ}$ Targets

Yanming Lai, Defeng Sun

The tremendous success of Transformer models in fields such as large language models and computer vision necessitates a rigorous theoretical investigation. To the best of our knowl…

Approximation of Analytic Functions by ReLU Neural Networks with Adjustable Depth and Width

Beyond the Prompt in Large Language Models: Comprehension, In-Context Learning, and Chain-of-Thought

Standard Transformers Achieve the Minimax Rate in Nonparametric Regression with Cs,λ Targets

Standard Transformers Achieve the Minimax Rate in Nonparametric Regression with $C^{s, λ}$ Targets