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Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss

Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss

8 February 2024
Ingvar M. Ziemann
Stephen Tu
George J. Pappas
Nikolai Matni
ArXivPDFHTML

Papers citing "Sharp Rates in Dependent Learning Theory: Avoiding Sample Size Deflation for the Square Loss"

8 / 8 papers shown
Title
Nonconvex Linear System Identification with Minimal State Representation
Nonconvex Linear System Identification with Minimal State Representation
Uday Kiran Reddy Tadipatri
B. Haeffele
Joshua Agterberg
Ingvar Ziemann
René Vidal
21
0
0
26 Apr 2025
Stability properties of gradient flow dynamics for the symmetric
  low-rank matrix factorization problem
Stability properties of gradient flow dynamics for the symmetric low-rank matrix factorization problem
Hesameddin Mohammadi
Mohammad Tinati
Stephen Tu
Mahdi Soltanolkotabi
M. Jovanović
68
0
0
24 Nov 2024
A Short Information-Theoretic Analysis of Linear Auto-Regressive
  Learning
A Short Information-Theoretic Analysis of Linear Auto-Regressive Learning
Ingvar Ziemann
22
0
0
10 Sep 2024
Active Learning for Control-Oriented Identification of Nonlinear Systems
Active Learning for Control-Oriented Identification of Nonlinear Systems
Bruce D. Lee
Ingvar M. Ziemann
George J. Pappas
Nikolai Matni
18
5
0
13 Apr 2024
Rate-Optimal Non-Asymptotics for the Quadratic Prediction Error Method
Rate-Optimal Non-Asymptotics for the Quadratic Prediction Error Method
Charis J. Stamouli
Ingvar M. Ziemann
George J. Pappas
16
0
0
11 Apr 2024
From Self-Attention to Markov Models: Unveiling the Dynamics of
  Generative Transformers
From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers
M. E. Ildiz
Yixiao Huang
Yingcong Li
A. S. Rawat
Samet Oymak
19
17
0
21 Feb 2024
Generalization for slowly mixing processes
Generalization for slowly mixing processes
Andreas Maurer
24
1
0
28 Apr 2023
Learning without Concentration
Learning without Concentration
S. Mendelson
80
334
0
01 Jan 2014
1