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Matching the Statistical Query Lower Bound for k-sparse Parity Problems
  with Stochastic Gradient Descent

Matching the Statistical Query Lower Bound for k-sparse Parity Problems with Stochastic Gradient Descent

18 April 2024
Yiwen Kou
Zixiang Chen
Quanquan Gu
Sham Kakade
ArXivPDFHTML

Papers citing "Matching the Statistical Query Lower Bound for k-sparse Parity Problems with Stochastic Gradient Descent"

4 / 4 papers shown
Title
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency
Kaiyue Wen
Huaqing Zhang
Hongzhou Lin
Jingzhao Zhang
MoE
LRM
56
2
0
07 Oct 2024
Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions
Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions
Luca Arnaboldi
Yatin Dandi
Florent Krzakala
Luca Pesce
Ludovic Stephan
59
11
0
24 May 2024
Benign Overfitting in Two-Layer ReLU Convolutional Neural Networks for
  XOR Data
Benign Overfitting in Two-Layer ReLU Convolutional Neural Networks for XOR Data
Xuran Meng
Difan Zou
Yuan Cao
MLT
16
7
0
03 Oct 2023
SGD learning on neural networks: leap complexity and saddle-to-saddle
  dynamics
SGD learning on neural networks: leap complexity and saddle-to-saddle dynamics
Emmanuel Abbe
Enric Boix-Adserà
Theodor Misiakiewicz
FedML
MLT
76
72
0
21 Feb 2023
1