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How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalance
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How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalance

IEEE Journal on Selected Topics in Signal Processing (JSTSP), 2024
Hongkang Li
Shuai Zhang
Yihua Zhang
Meng Wang
Sijia Liu
Pin-Yu Chen
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Papers citing "How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalance"

6 / 6 papers shown
FairNet: Dynamic Fairness Correction without Performance Loss via Contrastive Conditional LoRA
FairNet: Dynamic Fairness Correction without Performance Loss via Contrastive Conditional LoRA
Songqi Zhou
Zeyuan Liu
Benben Jiang
FaML
207
0
0
22 Oct 2025
Can Mamba Learn In Context with Outliers? A Theoretical Generalization Analysis
Can Mamba Learn In Context with Outliers? A Theoretical Generalization Analysis
Hongkang Li
Songtao Lu
Xiaodong Cui
Pin-Yu Chen
Meng Wang
MLT
184
1
0
01 Oct 2025
Learning on Transformers is Provable Low-Rank and Sparse: A One-layer Analysis
Learning on Transformers is Provable Low-Rank and Sparse: A One-layer Analysis
Hongkang Li
Meng Wang
Shuai Zhang
Sijia Liu
Pin-Yu Chen
296
9
0
24 Jun 2024
What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding
What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding
Hongkang Li
Meng Wang
Tengfei Ma
Sijia Liu
Zaixi Zhang
Pin-Yu Chen
MLTAI4CE
331
19
0
04 Jun 2024
A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts
A Provably Effective Method for Pruning Experts in Fine-tuned Sparse Mixture-of-Experts
Mohammed Nowaz Rabbani Chowdhury
Meng Wang
Kaoutar El Maghraoui
Naigang Wang
Pin-Yu Chen
Christopher Carothers
MoE
437
10
0
26 May 2024
How Do Nonlinear Transformers Learn and Generalize in In-Context Learning?
How Do Nonlinear Transformers Learn and Generalize in In-Context Learning?
Hongkang Li
Meng Wang
Songtao Lu
Xiaodong Cui
Pin-Yu Chen
MLT
495
34
0
23 Feb 2024